DataFrame
NO COMPARISON TARGET
307511
ROWS
0
DUPLICATES
369.3 MB
RAM
75
FEATURES
53
CATEGORICAL
22
NUMERICAL
0
TEXT
2.2.1
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
TARGET
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
1
SK_ID_CURR
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
307,511
(100%)
ZEROES:
---
MAX
456k
95%
438k
Q3
367k
MEDIAN
278k
AVG
278k
Q1
189k
5%
118k
MIN
100k
RANGE
356k
IQR
178k
STD
103k
VAR
10.6B
KURT.
-1.20
SKEW
-0.001
SUM
85.5B
2
NAME_CONTRACT_TYPE
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
3
CODE_GENDER
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
4
FLAG_OWN_CAR
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
5
FLAG_OWN_REALTY
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
6
CNT_CHILDREN
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
15
(<1%)
ZEROES:
215,371
(70%)
MAX
19.0
95%
2.0
Q3
1.0
AVG
0.4
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
19.0
IQR
1.00
STD
0.722
VAR
0.521
KURT.
7.90
SKEW
1.97
SUM
128k
7
AMT_INCOME_TOTAL
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2,548
(<1%)
ZEROES:
---
MAX
117.0M
95%
0.3M
Q3
0.2M
AVG
0.2M
MEDIAN
0.1M
Q1
0.1M
5%
0.1M
MIN
0.0M
RANGE
117.0M
IQR
90,000
STD
237k
VAR
56.2B
KURT.
192k
SKEW
392
SUM
51.9B
8
AMT_CREDIT
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
5,603
(2%)
ZEROES:
---
MAX
4.0M
95%
1.4M
Q3
0.8M
AVG
0.6M
MEDIAN
0.5M
Q1
0.3M
5%
0.1M
MIN
0.0M
RANGE
4.0M
IQR
539k
STD
402k
VAR
162.0B
KURT.
1.93
SKEW
1.23
SUM
184.2B
9
AMT_ANNUITY
VALUES:
307,499
(>99%)
MISSING:
12
(<1%)
DISTINCT:
13,672
(4%)
ZEROES:
---
MAX
258k
95%
53k
Q3
35k
AVG
27k
MEDIAN
25k
Q1
17k
5%
9k
MIN
2k
RANGE
256k
IQR
18,072
STD
14,494
VAR
210.1M
KURT.
7.71
SKEW
1.58
SUM
8.3B
10
AMT_GOODS_PRICE
VALUES:
307,233
(>99%)
MISSING:
278
(<1%)
DISTINCT:
1,002
(<1%)
ZEROES:
---
MAX
4.0M
95%
1.3M
Q3
0.7M
AVG
0.5M
MEDIAN
0.5M
Q1
0.2M
5%
0.1M
MIN
0.0M
RANGE
4.0M
IQR
441k
STD
369k
VAR
136.5B
KURT.
2.43
SKEW
1.35
SUM
165.4B
11
NAME_TYPE_SUITE
VALUES:
306,219
(>99%)
MISSING:
1,292
(<1%)
DISTINCT:
6
(<1%)
12
NAME_INCOME_TYPE
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
13
NAME_EDUCATION_TYPE
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
14
NAME_FAMILY_STATUS
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
15
NAME_HOUSING_TYPE
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
16
REGION_POPULATION_RELATIVE
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
81
(<1%)
ZEROES:
---
MAX
0.073
95%
0.046
Q3
0.029
AVG
0.021
MEDIAN
0.019
Q1
0.010
5%
0.005
MIN
0.000
RANGE
0.072
IQR
0.019
STD
0.014
VAR
1.91e-4
KURT.
3.26
SKEW
1.49
SUM
6,417
17
DAYS_BIRTH
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
17,460
(6%)
ZEROES:
---
MAX
-7,489
95%
-9,407
Q3
-12,413
MEDIAN
-15,750
AVG
-16,037
Q1
-19,682
5%
-23,204
MIN
-25,229
RANGE
17,740
IQR
7,269
STD
4,364
VAR
19.0M
KURT.
-1.05
SKEW
-0.116
SUM
-4.9B
18
DAYS_EMPLOYED
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
12,574
(4%)
ZEROES:
2
(<1%)
MAX
365k
95%
365k
Q3
-0k
AVG
64k
MEDIAN
-1k
Q1
-3k
5%
-7k
MIN
-18k
RANGE
383k
IQR
2,471
STD
141k
VAR
20.0B
KURT.
0.772
SKEW
1.66
SUM
19.6B
19
DAYS_REGISTRATION
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
15,688
(5%)
ZEROES:
80
(<1%)
MAX
0
95%
-330
Q3
-2,010
MEDIAN
-4,504
AVG
-4,986
Q1
-7,480
5%
-11,416
MIN
-24,672
RANGE
24,672
IQR
5,470
STD
3,523
VAR
12.4M
KURT.
-0.321
SKEW
-0.591
SUM
-1.5B
20
DAYS_ID_PUBLISH
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
6,168
(2%)
ZEROES:
16
(<1%)
MAX
0
95%
-375
Q3
-1,720
AVG
-2,994
MEDIAN
-3,254
Q1
-4,299
5%
-4,944
MIN
-7,197
RANGE
7,197
IQR
2,579
STD
1,509
VAR
2.3M
KURT.
-1.11
SKEW
0.349
SUM
-920.8M
21
OWN_CAR_AGE
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
63
(<1%)
ZEROES:
2,134
(<1%)
MAX
91.0
95%
19.0
Q3
5.0
AVG
3.4
MEDIAN
-1.0
Q1
-1.0
5%
-1.0
MIN
-1.0
RANGE
92.0
IQR
6.00
STD
9.32
VAR
86.8
KURT.
18.7
SKEW
3.72
SUM
1.1M
22
FLAG_MOBIL
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
23
FLAG_EMP_PHONE
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
24
FLAG_WORK_PHONE
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
25
FLAG_CONT_MOBILE
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
26
FLAG_PHONE
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
27
FLAG_EMAIL
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
28
OCCUPATION_TYPE
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
19
(<1%)
29
CNT_FAM_MEMBERS
VALUES:
307,509
(>99%)
MISSING:
2
(<1%)
DISTINCT:
17
(<1%)
ZEROES:
---
MAX
20.0
95%
4.0
Q3
3.0
AVG
2.2
MEDIAN
2.0
Q1
2.0
5%
1.0
MIN
1.0
RANGE
19.0
IQR
1.00
STD
0.911
VAR
0.829
KURT.
2.80
SKEW
0.988
SUM
662k
30
REGION_RATING_CLIENT
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
31
REGION_RATING_CLIENT_W_CITY
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
3
(<1%)
32
WEEKDAY_APPR_PROCESS_START
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
33
HOUR_APPR_PROCESS_START
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
24
(<1%)
ZEROES:
40
(<1%)
MAX
23.0
95%
17.0
Q3
14.0
AVG
12.1
MEDIAN
12.0
Q1
10.0
5%
7.0
MIN
0.0
RANGE
23.0
IQR
4.00
STD
3.27
VAR
10.7
KURT.
-0.194
SKEW
-0.028
SUM
3.7M
34
REG_REGION_NOT_LIVE_REGION
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
35
REG_REGION_NOT_WORK_REGION
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
36
LIVE_REGION_NOT_WORK_REGION
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
37
REG_CITY_NOT_LIVE_CITY
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
38
REG_CITY_NOT_WORK_CITY
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
39
LIVE_CITY_NOT_WORK_CITY
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
40
ORGANIZATION_TYPE
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
35
(<1%)
41
EXT_SOURCE_2
VALUES:
306,851
(>99%)
MISSING:
660
(<1%)
DISTINCT:
119,831
(39%)
ZEROES:
---
MAX
0.855
95%
0.748
Q3
0.664
MEDIAN
0.566
AVG
0.514
Q1
0.392
5%
0.133
MIN
0.000
RANGE
0.855
IQR
0.271
STD
0.191
VAR
0.037
KURT.
-0.269
SKEW
-0.794
SUM
158k
42
EXT_SOURCE_3
VALUES:
246,546
(80%)
MISSING:
60,965
(20%)
DISTINCT:
814
(<1%)
ZEROES:
---
MAX
0.896
95%
0.786
Q3
0.669
MEDIAN
0.535
AVG
0.511
Q1
0.371
5%
0.155
MIN
0.001
RANGE
0.895
IQR
0.298
STD
0.195
VAR
0.038
KURT.
-0.663
SKEW
-0.409
SUM
126k
43
OBS_30_CNT_SOCIAL_CIRCLE
VALUES:
306,490
(>99%)
MISSING:
1,021
(<1%)
DISTINCT:
33
(<1%)
ZEROES:
163,910
(53%)
MAX
348
95%
6
Q3
2
AVG
1
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
348
IQR
2.00
STD
2.40
VAR
5.76
KURT.
1,425
SKEW
12.1
SUM
436k
44
DEF_30_CNT_SOCIAL_CIRCLE
VALUES:
306,490
(>99%)
MISSING:
1,021
(<1%)
DISTINCT:
10
(<1%)
45
OBS_60_CNT_SOCIAL_CIRCLE
VALUES:
306,490
(>99%)
MISSING:
1,021
(<1%)
DISTINCT:
33
(<1%)
ZEROES:
164,666
(54%)
MAX
344
95%
6
Q3
2
AVG
1
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
344
IQR
2.00
STD
2.38
VAR
5.66
KURT.
1,410
SKEW
12.1
SUM
431k
46
DEF_60_CNT_SOCIAL_CIRCLE
VALUES:
306,490
(>99%)
MISSING:
1,021
(<1%)
DISTINCT:
9
(<1%)
47
DAYS_LAST_PHONE_CHANGE
VALUES:
307,510
(>99%)
MISSING:
1
(<1%)
DISTINCT:
3,773
(1%)
ZEROES:
37,672
(12%)
MAX
0
95%
0
Q3
-274
MEDIAN
-757
AVG
-963
Q1
-1,570
5%
-2,522
MIN
-4,292
RANGE
4,292
IQR
1,296
STD
827
VAR
684k
KURT.
-0.309
SKEW
-0.714
SUM
-296.1M
48
FLAG_DOCUMENT_2
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
49
FLAG_DOCUMENT_3
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
50
FLAG_DOCUMENT_4
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
51
FLAG_DOCUMENT_5
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
52
FLAG_DOCUMENT_6
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
53
FLAG_DOCUMENT_7
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
54
FLAG_DOCUMENT_8
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
55
FLAG_DOCUMENT_9
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
56
FLAG_DOCUMENT_10
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
57
FLAG_DOCUMENT_11
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
58
FLAG_DOCUMENT_12
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
59
FLAG_DOCUMENT_13
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
60
FLAG_DOCUMENT_14
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
61
FLAG_DOCUMENT_15
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
62
FLAG_DOCUMENT_16
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
63
FLAG_DOCUMENT_17
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
64
FLAG_DOCUMENT_18
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
65
FLAG_DOCUMENT_19
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
66
FLAG_DOCUMENT_20
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
67
FLAG_DOCUMENT_21
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
68
AMT_REQ_CREDIT_BUREAU_HOUR
VALUES:
265,992
(86%)
MISSING:
41,519
(14%)
DISTINCT:
5
(<1%)
69
AMT_REQ_CREDIT_BUREAU_DAY
VALUES:
265,992
(86%)
MISSING:
41,519
(14%)
DISTINCT:
9
(<1%)
70
AMT_REQ_CREDIT_BUREAU_WEEK
VALUES:
265,992
(86%)
MISSING:
41,519
(14%)
DISTINCT:
9
(<1%)
71
AMT_REQ_CREDIT_BUREAU_MON
VALUES:
265,992
(86%)
MISSING:
41,519
(14%)
DISTINCT:
24
(<1%)
ZEROES:
222,233
(72%)
MAX
27.0
95%
1.0
Q3
0.0
AVG
0.3
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
27.0
IQR
0.00
STD
0.916
VAR
0.839
KURT.
90.4
SKEW
7.80
SUM
71,125
72
AMT_REQ_CREDIT_BUREAU_QRT
VALUES:
265,992
(86%)
MISSING:
41,519
(14%)
DISTINCT:
11
(<1%)
ZEROES:
215,417
(70%)
MAX
261
95%
2
Q3
0
AVG
0
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
261
IQR
0.00
STD
0.794
VAR
0.631
KURT.
43,707
SKEW
134
SUM
70,614
73
AMT_REQ_CREDIT_BUREAU_YEAR
VALUES:
265,992
(86%)
MISSING:
41,519
(14%)
DISTINCT:
25
(<1%)
ZEROES:
71,801
(23%)
MAX
25.0
95%
6.0
Q3
3.0
AVG
1.9
MEDIAN
1.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
25.0
IQR
3.00
STD
1.87
VAR
3.49
KURT.
1.97
SKEW
1.24
SUM
505k
74
incomplete
VALUES:
307,511
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
TARGET
MISSING:
---
TOP CATEGORIES
TARGET
0
282,686
92%
1
24,825
8%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
TARGET
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_2
0.02
FLAG_DOCUMENT_4
0.01
FLAG_DOCUMENT_10
0.01
FLAG_DOCUMENT_12
0.01
FLAG_MOBIL
0.01
FLAG_DOCUMENT_13
0.00
REG_CITY_NOT_LIVE_CITY
0.00
FLAG_DOCUMENT_17
0.00
FLAG_DOCUMENT_15
0.00
FLAG_DOCUMENT_14
0.00
REGION_RATING_CLIENT_W_CITY
0.00
FLAG_EMP_PHONE
0.00
NAME_EDUCATION_TYPE
0.00
REGION_RATING_CLIENT
0.00

THESE FEATURES
GIVE INFORMATION
ON TARGET:
OCCUPATION_TYPE
0.01
ORGANIZATION_TYPE
0.01
NAME_INCOME_TYPE
0.01
REGION_RATING_CLIENT_W_CITY
0.01
NAME_EDUCATION_TYPE
0.01
REGION_RATING_CLIENT
0.01
CODE_GENDER
0.01
REG_CITY_NOT_WORK_CITY
0.00
FLAG_EMP_PHONE
0.00
FLAG_DOCUMENT_3
0.00
REG_CITY_NOT_LIVE_CITY
0.00
incomplete
0.00
NAME_FAMILY_STATUS
0.00
NAME_HOUSING_TYPE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TARGET
CORRELATION RATIO WITH...
EXT_SOURCE_2
0.16
EXT_SOURCE_3
0.12
DAYS_BIRTH
0.08
DAYS_LAST_PHONE_CHANGE
0.06
DAYS_ID_PUBLISH
0.05
DAYS_EMPLOYED
0.04
DAYS_REGISTRATION
0.04
AMT_GOODS_PRICE
0.04
REGION_POPULATION_RELATIVE
0.04
AMT_CREDIT
0.03
HOUR_APPR_PROCESS_START
0.02
CNT_CHILDREN
0.02
AMT_REQ_CREDIT_BUREAU_MON
0.01
AMT_ANNUITY
0.01
Associations
[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
TARGET
MISSING:
---
TOP CATEGORIES
TARGET
0
282,686
92%
1
24,825
8%
ALL
307,511
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
TARGET
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_2
0.02
FLAG_DOCUMENT_4
0.01
FLAG_DOCUMENT_10
0.01
FLAG_DOCUMENT_12
0.01
FLAG_MOBIL
0.01
FLAG_DOCUMENT_13
0.00
REG_CITY_NOT_LIVE_CITY
0.00
FLAG_DOCUMENT_17
0.00
FLAG_DOCUMENT_15
0.00
FLAG_DOCUMENT_14
0.00
REGION_RATING_CLIENT_W_CITY
0.00
FLAG_EMP_PHONE
0.00
NAME_EDUCATION_TYPE
0.00
REGION_RATING_CLIENT
0.00

THESE FEATURES
GIVE INFORMATION
ON TARGET:
OCCUPATION_TYPE
0.01
ORGANIZATION_TYPE
0.01
NAME_INCOME_TYPE
0.01
REGION_RATING_CLIENT_W_CITY
0.01
NAME_EDUCATION_TYPE
0.01
REGION_RATING_CLIENT
0.01
CODE_GENDER
0.01
REG_CITY_NOT_WORK_CITY
0.00
FLAG_EMP_PHONE
0.00
FLAG_DOCUMENT_3
0.00
REG_CITY_NOT_LIVE_CITY
0.00
incomplete
0.00
NAME_FAMILY_STATUS
0.00
NAME_HOUSING_TYPE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TARGET
CORRELATION RATIO WITH...
EXT_SOURCE_2
0.16
EXT_SOURCE_3
0.12
DAYS_BIRTH
0.08
DAYS_LAST_PHONE_CHANGE
0.06
DAYS_ID_PUBLISH
0.05
DAYS_EMPLOYED
0.04
DAYS_REGISTRATION
0.04
AMT_GOODS_PRICE
0.04
REGION_POPULATION_RELATIVE
0.04
AMT_CREDIT
0.03
HOUR_APPR_PROCESS_START
0.02
CNT_CHILDREN
0.02
AMT_REQ_CREDIT_BUREAU_MON
0.01
AMT_ANNUITY
0.01
SK_ID_CURR
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_REQ_CREDIT_BUREAU_YEAR
0.00
CNT_FAM_MEMBERS
-0.00
EXT_SOURCE_2
0.00
AMT_INCOME_TOTAL
-0.00
OWN_CAR_AGE
0.00
DAYS_BIRTH
-0.00
OBS_60_CNT_SOCIAL_CIRCLE
-0.00
OBS_30_CNT_SOCIAL_CIRCLE
-0.00
DAYS_EMPLOYED
0.00
CNT_CHILDREN
-0.00
AMT_REQ_CREDIT_BUREAU_QRT
0.00
DAYS_REGISTRATION
-0.00
DAYS_LAST_PHONE_CHANGE
-0.00
REGION_POPULATION_RELATIVE
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.01
DEF_60_CNT_SOCIAL_CIRCLE
0.01
OCCUPATION_TYPE
0.01
AMT_REQ_CREDIT_BUREAU_WEEK
0.00
NAME_FAMILY_STATUS
0.00
DEF_30_CNT_SOCIAL_CIRCLE
0.00
AMT_REQ_CREDIT_BUREAU_DAY
0.00
AMT_REQ_CREDIT_BUREAU_HOUR
0.00
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_4
0.00
NAME_TYPE_SUITE
0.00
NAME_HOUSING_TYPE
0.00
NAME_EDUCATION_TYPE
0.00
FLAG_DOCUMENT_3
0.00
MOST FREQUENT VALUES
100002
1
<0.1%
337664
1
<0.1%
337661
1
<0.1%
337660
1
<0.1%
337659
1
<0.1%
337658
1
<0.1%
337657
1
<0.1%
337656
1
<0.1%
337655
1
<0.1%
337654
1
<0.1%
337653
1
<0.1%
337652
1
<0.1%
337651
1
<0.1%
337650
1
<0.1%
337649
1
<0.1%
SMALLEST VALUES
100002
1
<0.1%
100003
1
<0.1%
100004
1
<0.1%
100006
1
<0.1%
100007
1
<0.1%
100008
1
<0.1%
100009
1
<0.1%
100010
1
<0.1%
100011
1
<0.1%
100012
1
<0.1%
100014
1
<0.1%
100015
1
<0.1%
100016
1
<0.1%
100017
1
<0.1%
100018
1
<0.1%
LARGEST VALUES
456255
1
<0.1%
456254
1
<0.1%
456253
1
<0.1%
456252
1
<0.1%
456251
1
<0.1%
456249
1
<0.1%
456248
1
<0.1%
456247
1
<0.1%
456246
1
<0.1%
456245
1
<0.1%
456244
1
<0.1%
456243
1
<0.1%
456242
1
<0.1%
456241
1
<0.1%
456240
1
<0.1%
NAME_CONTRACT_TYPE
MISSING:
---
TOP CATEGORIES
TARGET
Cash loans
278,232
90%
23,221
8%
Revolving loans
29,279
10%
1,604
5%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
NAME_CONTRACT_TYPE
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_21
0.25
FLAG_DOCUMENT_7
0.25
FLAG_DOCUMENT_10
0.20
FLAG_DOCUMENT_3
0.18
FLAG_CONT_MOBILE
0.17
FLAG_DOCUMENT_6
0.03
FLAG_DOCUMENT_8
0.02
FLAG_DOCUMENT_20
0.01
FLAG_DOCUMENT_11
0.01
FLAG_DOCUMENT_2
0.01
FLAG_DOCUMENT_4
0.01
FLAG_DOCUMENT_12
0.01
FLAG_MOBIL
0.01
FLAG_DOCUMENT_16
0.01

THESE FEATURES
GIVE INFORMATION
ON NAME_CONTRACT_TYPE:
FLAG_DOCUMENT_3
0.35
FLAG_DOCUMENT_6
0.03
FLAG_DOCUMENT_8
0.02
FLAG_OWN_REALTY
0.01
FLAG_CONT_MOBILE
0.01
ORGANIZATION_TYPE
0.01
NAME_EDUCATION_TYPE
0.01
NAME_INCOME_TYPE
0.01
OCCUPATION_TYPE
0.01
FLAG_EMP_PHONE
0.01
NAME_FAMILY_STATUS
0.00
FLAG_DOCUMENT_21
0.00
FLAG_WORK_PHONE
0.00
TARGET
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE
CORRELATION RATIO WITH...
AMT_ANNUITY
0.24
AMT_CREDIT
0.22
AMT_GOODS_PRICE
0.19
DAYS_BIRTH
0.09
DAYS_LAST_PHONE_CHANGE
0.06
DAYS_EMPLOYED
0.05
DAYS_ID_PUBLISH
0.05
AMT_REQ_CREDIT_BUREAU_YEAR
0.05
HOUR_APPR_PROCESS_START
0.04
CNT_CHILDREN
0.03
REGION_POPULATION_RELATIVE
0.03
OBS_60_CNT_SOCIAL_CIRCLE
0.02
OBS_30_CNT_SOCIAL_CIRCLE
0.02
AMT_REQ_CREDIT_BUREAU_QRT
0.02
CODE_GENDER
MISSING:
---
TOP CATEGORIES
TARGET
F
202,448
66%
14,170
7%
M
105,059
34%
10,655
10%
XNA
4
<1%
0
0%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
CODE_GENDER
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_8
0.10
FLAG_DOCUMENT_21
0.10
FLAG_OWN_CAR
0.09
FLAG_MOBIL
0.08
OCCUPATION_TYPE
0.06
FLAG_DOCUMENT_13
0.03
LIVE_REGION_NOT_WORK_REGION
0.03
FLAG_EMP_PHONE
0.03
REG_REGION_NOT_WORK_REGION
0.03
ORGANIZATION_TYPE
0.02
FLAG_DOCUMENT_15
0.02
FLAG_DOCUMENT_6
0.02
LIVE_CITY_NOT_WORK_CITY
0.02
REG_CITY_NOT_WORK_CITY
0.02

THESE FEATURES
GIVE INFORMATION
ON CODE_GENDER:
OCCUPATION_TYPE
0.22
FLAG_OWN_CAR
0.09
ORGANIZATION_TYPE
0.09
FLAG_DOCUMENT_8
0.05
NAME_FAMILY_STATUS
0.03
NAME_INCOME_TYPE
0.02
FLAG_EMP_PHONE
0.02
REG_CITY_NOT_WORK_CITY
0.01
LIVE_CITY_NOT_WORK_CITY
0.01
FLAG_DOCUMENT_6
0.01
LIVE_REGION_NOT_WORK_REGION
0.01
REG_REGION_NOT_WORK_REGION
0.01
FLAG_DOCUMENT_3
0.01
NAME_TYPE_SUITE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
CODE_GENDER
CORRELATION RATIO WITH...
OWN_CAR_AGE
0.23
DAYS_EMPLOYED
0.16
DAYS_BIRTH
0.15
CNT_FAM_MEMBERS
0.08
DAYS_REGISTRATION
0.08
AMT_ANNUITY
0.08
AMT_INCOME_TOTAL
0.07
CNT_CHILDREN
0.05
EXT_SOURCE_3
0.03
DAYS_LAST_PHONE_CHANGE
0.03
AMT_REQ_CREDIT_BUREAU_YEAR
0.02
AMT_GOODS_PRICE
0.02
AMT_CREDIT
0.02
REGION_POPULATION_RELATIVE
0.01
FLAG_OWN_CAR
MISSING:
---
TOP CATEGORIES
TARGET
0
202,924
66%
17,249
9%
1
104,587
34%
7,576
7%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_OWN_CAR
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_13
0.15
FLAG_DOCUMENT_15
0.12
CODE_GENDER
0.09
FLAG_DOCUMENT_8
0.09
FLAG_DOCUMENT_12
0.08
FLAG_MOBIL
0.08
FLAG_EMP_PHONE
0.03
FLAG_DOCUMENT_6
0.02
OCCUPATION_TYPE
0.01
NAME_FAMILY_STATUS
0.01
NAME_INCOME_TYPE
0.01
ORGANIZATION_TYPE
0.01
LIVE_CITY_NOT_WORK_CITY
0.01
FLAG_DOCUMENT_21
0.01

THESE FEATURES
GIVE INFORMATION
ON FLAG_OWN_CAR:
CODE_GENDER
0.09
OCCUPATION_TYPE
0.05
FLAG_DOCUMENT_8
0.04
ORGANIZATION_TYPE
0.03
NAME_FAMILY_STATUS
0.02
NAME_INCOME_TYPE
0.02
FLAG_EMP_PHONE
0.02
FLAG_DOCUMENT_6
0.01
NAME_EDUCATION_TYPE
0.01
LIVE_CITY_NOT_WORK_CITY
0.01
FLAG_DOCUMENT_13
0.01
REG_CITY_NOT_WORK_CITY
0.00
FLAG_DOCUMENT_3
0.00
FLAG_DOCUMENT_15
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_OWN_CAR
CORRELATION RATIO WITH...
OWN_CAR_AGE
0.66
DAYS_EMPLOYED
0.15
CNT_FAM_MEMBERS
0.15
AMT_ANNUITY
0.14
DAYS_BIRTH
0.13
AMT_GOODS_PRICE
0.12
AMT_CREDIT
0.12
CNT_CHILDREN
0.10
DAYS_REGISTRATION
0.09
AMT_INCOME_TOTAL
0.08
EXT_SOURCE_2
0.05
REGION_POPULATION_RELATIVE
0.04
DAYS_LAST_PHONE_CHANGE
0.04
AMT_REQ_CREDIT_BUREAU_MON
0.02
FLAG_OWN_REALTY
MISSING:
---
TOP CATEGORIES
TARGET
1
213,312
69%
16,983
8%
0
94,199
31%
7,842
8%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_OWN_REALTY
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_18
0.07
FLAG_DOCUMENT_16
0.07
FLAG_DOCUMENT_14
0.07
FLAG_DOCUMENT_20
0.07
FLAG_DOCUMENT_13
0.06
FLAG_DOCUMENT_15
0.06
NAME_HOUSING_TYPE
0.05
FLAG_DOCUMENT_17
0.04
FLAG_DOCUMENT_19
0.03
FLAG_DOCUMENT_10
0.03
FLAG_MOBIL
0.03
FLAG_DOCUMENT_11
0.02
FLAG_DOCUMENT_2
0.01
FLAG_WORK_PHONE
0.01

THESE FEATURES
GIVE INFORMATION
ON FLAG_OWN_REALTY:
NAME_HOUSING_TYPE
0.04
FLAG_WORK_PHONE
0.01
FLAG_DOCUMENT_16
0.01
FLAG_DOCUMENT_18
0.01
ORGANIZATION_TYPE
0.00
NAME_TYPE_SUITE
0.00
NAME_INCOME_TYPE
0.00
FLAG_EMP_PHONE
0.00
NAME_CONTRACT_TYPE
0.00
REG_CITY_NOT_WORK_CITY
0.00
REG_CITY_NOT_LIVE_CITY
0.00
FLAG_DOCUMENT_13
0.00
NAME_FAMILY_STATUS
0.00
FLAG_DOCUMENT_14
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_OWN_REALTY
CORRELATION RATIO WITH...
DAYS_BIRTH
0.12
HOUR_APPR_PROCESS_START
0.10
DAYS_EMPLOYED
0.07
AMT_REQ_CREDIT_BUREAU_YEAR
0.05
AMT_GOODS_PRICE
0.05
AMT_CREDIT
0.04
DAYS_LAST_PHONE_CHANGE
0.03
DAYS_REGISTRATION
0.03
OBS_30_CNT_SOCIAL_CIRCLE
0.02
OBS_60_CNT_SOCIAL_CIRCLE
0.02
REGION_POPULATION_RELATIVE
0.02
EXT_SOURCE_3
0.01
AMT_REQ_CREDIT_BUREAU_QRT
0.01
CNT_FAM_MEMBERS
0.01
CNT_CHILDREN
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CNT_FAM_MEMBERS
0.88
DAYS_BIRTH
0.33
DAYS_EMPLOYED
-0.24
DAYS_REGISTRATION
0.18
OWN_CAR_AGE
0.07
EXT_SOURCE_3
-0.04
AMT_REQ_CREDIT_BUREAU_YEAR
-0.04
DAYS_ID_PUBLISH
-0.03
REGION_POPULATION_RELATIVE
-0.03
AMT_ANNUITY
0.02
EXT_SOURCE_2
-0.02
OBS_30_CNT_SOCIAL_CIRCLE
0.02
OBS_60_CNT_SOCIAL_CIRCLE
0.02
AMT_INCOME_TOTAL
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.25
NAME_INCOME_TYPE
0.24
FLAG_EMP_PHONE
0.24
NAME_FAMILY_STATUS
0.20
OCCUPATION_TYPE
0.18
FLAG_DOCUMENT_6
0.16
FLAG_OWN_CAR
0.10
REG_CITY_NOT_WORK_CITY
0.07
LIVE_CITY_NOT_WORK_CITY
0.07
FLAG_DOCUMENT_3
0.06
FLAG_WORK_PHONE
0.06
FLAG_DOCUMENT_8
0.05
CODE_GENDER
0.05
NAME_TYPE_SUITE
0.04
MOST FREQUENT VALUES
0
215,371
70.0%
1
61,119
19.9%
2
26,749
8.7%
3
3,717
1.2%
4
429
0.1%
5
84
<0.1%
6
21
<0.1%
7
7
<0.1%
14
3
<0.1%
8
2
<0.1%
9
2
<0.1%
12
2
<0.1%
10
2
<0.1%
19
2
<0.1%
11
1
<0.1%
SMALLEST VALUES
0
215,371
70.0%
1
61,119
19.9%
2
26,749
8.7%
3
3,717
1.2%
4
429
0.1%
5
84
<0.1%
6
21
<0.1%
7
7
<0.1%
8
2
<0.1%
9
2
<0.1%
10
2
<0.1%
11
1
<0.1%
12
2
<0.1%
14
3
<0.1%
19
2
<0.1%
LARGEST VALUES
19
2
<0.1%
14
3
<0.1%
12
2
<0.1%
11
1
<0.1%
10
2
<0.1%
9
2
<0.1%
8
2
<0.1%
7
7
<0.1%
6
21
<0.1%
5
84
<0.1%
4
429
0.1%
3
3,717
1.2%
2
26,749
8.7%
1
61,119
19.9%
0
215,371
70.0%
AMT_INCOME_TOTAL
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_ANNUITY
0.19
AMT_GOODS_PRICE
0.16
AMT_CREDIT
0.16
REGION_POPULATION_RELATIVE
0.07
DAYS_EMPLOYED
-0.06
EXT_SOURCE_2
0.06
HOUR_APPR_PROCESS_START
0.04
EXT_SOURCE_3
-0.03
DAYS_REGISTRATION
0.03
DAYS_BIRTH
0.03
OWN_CAR_AGE
0.03
AMT_REQ_CREDIT_BUREAU_MON
0.02
DAYS_LAST_PHONE_CHANGE
-0.02
CNT_FAM_MEMBERS
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OCCUPATION_TYPE
0.12
REGION_RATING_CLIENT_W_CITY
0.11
REGION_RATING_CLIENT
0.11
NAME_EDUCATION_TYPE
0.10
NAME_INCOME_TYPE
0.09
ORGANIZATION_TYPE
0.09
FLAG_OWN_CAR
0.08
CODE_GENDER
0.07
FLAG_DOCUMENT_8
0.07
FLAG_EMP_PHONE
0.06
REG_REGION_NOT_WORK_REGION
0.06
LIVE_REGION_NOT_WORK_REGION
0.06
incomplete
0.05
FLAG_DOCUMENT_6
0.05
MOST FREQUENT VALUES
135000.0
35,750
11.6%
112500.0
31,019
10.1%
157500.0
26,556
8.6%
180000.0
24,719
8.0%
90000.0
22,483
7.3%
225000.0
20,698
6.7%
202500.0
16,341
5.3%
67500.0
11,147
3.6%
270000.0
10,827
3.5%
81000.0
6,001
2.0%
315000.0
5,862
1.9%
247500.0
5,344
1.7%
126000.0
4,668
1.5%
360000.0
4,115
1.3%
121500.0
3,848
1.3%
SMALLEST VALUES
25650.0
2
<0.1%
26100.0
3
<0.1%
26460.0
1
<0.1%
26550.0
2
<0.1%
27000.0
66
<0.1%
27585.0
1
<0.1%
27900.0
7
<0.1%
27967.5
1
<0.1%
28161.0
1
<0.1%
28350.0
11
<0.1%
28404.0
1
<0.1%
28575.0
3
<0.1%
28593.0
1
<0.1%
28723.5
1
<0.1%
28800.0
3
<0.1%
LARGEST VALUES
117000000.0
1
<0.1%
18000090.0
1
<0.1%
13500000.0
1
<0.1%
9000000.0
1
<0.1%
6750000.0
1
<0.1%
4500000.0
4
<0.1%
3950059.5
1
<0.1%
3825000.0
1
<0.1%
3600000.0
2
<0.1%
3375000.0
2
<0.1%
3150000.0
2
<0.1%
2930026.5
1
<0.1%
2700000.0
1
<0.1%
2475000.0
1
<0.1%
2250000.0
13
<0.1%
AMT_CREDIT
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_GOODS_PRICE
0.99
AMT_ANNUITY
0.77
AMT_INCOME_TOTAL
0.16
EXT_SOURCE_2
0.13
REGION_POPULATION_RELATIVE
0.10
DAYS_LAST_PHONE_CHANGE
-0.07
DAYS_EMPLOYED
-0.07
CNT_FAM_MEMBERS
0.06
DAYS_BIRTH
-0.06
AMT_REQ_CREDIT_BUREAU_MON
0.05
HOUR_APPR_PROCESS_START
0.05
AMT_REQ_CREDIT_BUREAU_YEAR
-0.05
EXT_SOURCE_3
0.04
OWN_CAR_AGE
0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE
0.22
NAME_FAMILY_STATUS
0.15
OCCUPATION_TYPE
0.15
REGION_RATING_CLIENT_W_CITY
0.14
REGION_RATING_CLIENT
0.14
NAME_EDUCATION_TYPE
0.13
NAME_INCOME_TYPE
0.12
FLAG_OWN_CAR
0.12
FLAG_DOCUMENT_3
0.10
ORGANIZATION_TYPE
0.08
FLAG_DOCUMENT_8
0.08
FLAG_EMP_PHONE
0.07
FLAG_DOCUMENT_16
0.06
incomplete
0.06
MOST FREQUENT VALUES
450000.0
9,709
3.2%
675000.0
8,877
2.9%
225000.0
8,162
2.7%
180000.0
7,342
2.4%
270000.0
7,241
2.4%
900000.0
6,246
2.0%
254700.0
4,500
1.5%
545040.0
4,437
1.4%
808650.0
4,152
1.4%
135000.0
3,660
1.2%
755190.0
3,524
1.1%
1125000.0
3,493
1.1%
521280.0
3,175
1.0%
284400.0
3,096
1.0%
1078200.0
2,856
0.9%
SMALLEST VALUES
45000.0
230
<0.1%
47970.0
218
<0.1%
48519.0
1
<0.1%
49455.0
19
<0.1%
49500.0
40
<0.1%
49752.0
53
<0.1%
50940.0
393
0.1%
52128.0
115
<0.1%
52767.0
16
<0.1%
53910.0
56
<0.1%
54000.0
55
<0.1%
54400.5
5
<0.1%
54504.0
3
<0.1%
54729.0
4
<0.1%
54738.0
3
<0.1%
LARGEST VALUES
4050000.0
8
<0.1%
4031032.5
1
<0.1%
4027680.0
1
<0.1%
3956274.0
1
<0.1%
3860019.0
1
<0.1%
3600000.0
2
<0.1%
3375000.0
4
<0.1%
3312162.0
1
<0.1%
3299688.0
1
<0.1%
3150000.0
9
<0.1%
3075579.0
1
<0.1%
3060000.0
1
<0.1%
3020760.0
1
<0.1%
2980521.0
1
<0.1%
2961000.0
1
<0.1%
AMT_ANNUITY
MISSING:
12
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_GOODS_PRICE
0.78
AMT_CREDIT
0.77
AMT_INCOME_TOTAL
0.19
EXT_SOURCE_2
0.13
REGION_POPULATION_RELATIVE
0.12
DAYS_EMPLOYED
-0.10
CNT_FAM_MEMBERS
0.08
DAYS_LAST_PHONE_CHANGE
-0.06
HOUR_APPR_PROCESS_START
0.05
OWN_CAR_AGE
0.05
AMT_REQ_CREDIT_BUREAU_MON
0.04
DAYS_REGISTRATION
0.04
EXT_SOURCE_3
0.03
CNT_CHILDREN
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE
0.24
REGION_RATING_CLIENT_W_CITY
0.18
OCCUPATION_TYPE
0.18
REGION_RATING_CLIENT
0.18
NAME_INCOME_TYPE
0.15
NAME_EDUCATION_TYPE
0.15
NAME_FAMILY_STATUS
0.14
FLAG_OWN_CAR
0.14
FLAG_DOCUMENT_8
0.13
ORGANIZATION_TYPE
0.13
FLAG_EMP_PHONE
0.10
FLAG_DOCUMENT_3
0.10
REG_REGION_NOT_WORK_REGION
0.08
CODE_GENDER
0.08
MOST FREQUENT VALUES
9000.0
6,385
2.1%
13500.0
5,514
1.8%
6750.0
2,279
0.7%
10125.0
2,035
0.7%
37800.0
1,602
0.5%
11250.0
1,459
0.5%
26217.0
1,453
0.5%
20250.0
1,345
0.4%
12375.0
1,339
0.4%
31653.0
1,269
0.4%
26640.0
1,236
0.4%
22500.0
1,234
0.4%
16875.0
1,213
0.4%
36459.0
1,191
0.4%
33025.5
938
0.3%
SMALLEST VALUES
1615.5
1
<0.1%
1980.0
2
<0.1%
1993.5
1
<0.1%
2052.0
1
<0.1%
2164.5
2
<0.1%
2173.5
1
<0.1%
2187.0
2
<0.1%
2205.0
1
<0.1%
2295.0
2
<0.1%
2299.5
1
<0.1%
2317.5
2
<0.1%
2412.0
1
<0.1%
2425.5
1
<0.1%
2511.0
1
<0.1%
2542.5
3
<0.1%
LARGEST VALUES
258025.5
1
<0.1%
230161.5
1
<0.1%
225000.0
23
<0.1%
220297.5
1
<0.1%
216589.5
1
<0.1%
215500.5
1
<0.1%
213291.0
4
<0.1%
213160.5
1
<0.1%
208215.0
1
<0.1%
206464.5
1
<0.1%
206167.5
1
<0.1%
197230.5
1
<0.1%
188136.0
1
<0.1%
184477.5
1
<0.1%
180576.0
1
<0.1%
AMT_GOODS_PRICE
MISSING:
278
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_CREDIT
0.99
AMT_ANNUITY
0.78
AMT_INCOME_TOTAL
0.16
EXT_SOURCE_2
0.14
REGION_POPULATION_RELATIVE
0.10
DAYS_LAST_PHONE_CHANGE
-0.08
DAYS_EMPLOYED
-0.06
HOUR_APPR_PROCESS_START
0.06
CNT_FAM_MEMBERS
0.06
AMT_REQ_CREDIT_BUREAU_MON
0.06
DAYS_BIRTH
-0.05
AMT_REQ_CREDIT_BUREAU_YEAR
-0.05
EXT_SOURCE_3
0.05
OWN_CAR_AGE
0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_CONTRACT_TYPE
0.19
OCCUPATION_TYPE
0.16
NAME_FAMILY_STATUS
0.15
NAME_EDUCATION_TYPE
0.14
REGION_RATING_CLIENT_W_CITY
0.14
REGION_RATING_CLIENT
0.13
FLAG_OWN_CAR
0.12
NAME_INCOME_TYPE
0.12
ORGANIZATION_TYPE
0.08
FLAG_DOCUMENT_8
0.08
FLAG_DOCUMENT_3
0.08
FLAG_EMP_PHONE
0.06
incomplete
0.06
FLAG_DOCUMENT_16
0.06
MOST FREQUENT VALUES
450000.0
26,022
8.5%
225000.0
25,282
8.2%
675000.0
24,962
8.1%
900000.0
15,416
5.0%
270000.0
11,428
3.7%
180000.0
10,123
3.3%
454500.0
9,157
3.0%
1125000.0
9,050
2.9%
135000.0
8,206
2.7%
315000.0
5,225
1.7%
1350000.0
5,037
1.6%
679500.0
4,824
1.6%
238500.0
4,696
1.5%
360000.0
4,553
1.5%
247500.0
4,318
1.4%
SMALLEST VALUES
40500.0
1
<0.1%
45000.0
1,169
0.4%
49500.0
157
<0.1%
50751.0
1
<0.1%
54000.0
290
<0.1%
58500.0
324
0.1%
59782.5
1
<0.1%
60070.5
1
<0.1%
63000.0
116
<0.1%
67392.0
2
<0.1%
67500.0
1,505
0.5%
72000.0
217
<0.1%
76500.0
325
0.1%
81000.0
379
0.1%
84028.5
1
<0.1%
LARGEST VALUES
4050000.0
8
<0.1%
3825000.0
1
<0.1%
3712500.0
1
<0.1%
3600000.0
3
<0.1%
3555000.0
1
<0.1%
3375000.0
4
<0.1%
3150000.0
11
<0.1%
3060000.0
1
<0.1%
2961000.0
1
<0.1%
2925000.0
4
<0.1%
2745000.0
1
<0.1%
2736000.0
1
<0.1%
2700000.0
16
<0.1%
2547000.0
1
<0.1%
2520000.0
1
<0.1%
NAME_TYPE_SUITE
MISSING:
1,292
(<1%)
TOP CATEGORIES
TARGET
Unaccompanied
248,526
81%
20,337
8%
Family
40,149
13%
3,009
7%
Spouse, partner
11,370
4%
895
8%
Children
3,267
1%
241
7%
Other
2,636
<1%
250
9%
Group of people
271
<1%
23
8%
ALL
306,219
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
NAME_TYPE_SUITE
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_7
0.10
FLAG_DOCUMENT_12
0.08
FLAG_DOCUMENT_10
0.05
FLAG_DOCUMENT_11
0.03
FLAG_DOCUMENT_16
0.02
FLAG_DOCUMENT_15
0.02
FLAG_MOBIL
0.02
FLAG_DOCUMENT_14
0.01
FLAG_DOCUMENT_18
0.01
FLAG_DOCUMENT_17
0.01
NAME_FAMILY_STATUS
0.01
FLAG_DOCUMENT_19
0.01
FLAG_DOCUMENT_13
0.01
FLAG_DOCUMENT_21
0.01

THESE FEATURES
GIVE INFORMATION
ON NAME_TYPE_SUITE:
NAME_FAMILY_STATUS
0.02
FLAG_OWN_REALTY
0.00
ORGANIZATION_TYPE
0.00
CODE_GENDER
0.00
OCCUPATION_TYPE
0.00
NAME_INCOME_TYPE
0.00
NAME_EDUCATION_TYPE
0.00
FLAG_EMP_PHONE
0.00
FLAG_DOCUMENT_16
0.00
NAME_HOUSING_TYPE
0.00
FLAG_OWN_CAR
0.00
WEEKDAY_APPR_PROCESS_START
0.00
FLAG_DOCUMENT_11
0.00
incomplete
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_TYPE_SUITE
CORRELATION RATIO WITH...
CNT_FAM_MEMBERS
0.09
DAYS_BIRTH
0.06
DAYS_EMPLOYED
0.05
OBS_30_CNT_SOCIAL_CIRCLE
0.05
OBS_60_CNT_SOCIAL_CIRCLE
0.05
DAYS_LAST_PHONE_CHANGE
0.04
AMT_REQ_CREDIT_BUREAU_YEAR
0.04
CNT_CHILDREN
0.04
AMT_CREDIT
0.04
AMT_ANNUITY
0.03
AMT_GOODS_PRICE
0.03
HOUR_APPR_PROCESS_START
0.03
DAYS_REGISTRATION
0.03
OWN_CAR_AGE
0.03
NAME_INCOME_TYPE
MISSING:
---
TOP CATEGORIES
TARGET
Working
158,774
52%
15,224
10%
Commercial associate
71,617
23%
5,360
7%
Pensioner
55,362
18%
2,982
5%
State servant
21,703
7%
1,249
6%
Unemployed
22
<1%
8
36%
Student
18
<1%
0
0%
Businessman
10
<1%
0
0%
Maternity leave
5
<1%
2
40%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
NAME_INCOME_TYPE
PROVIDES INFORMATION ON...
FLAG_EMP_PHONE
1.00
FLAG_DOCUMENT_6
0.45
ORGANIZATION_TYPE
0.22
OCCUPATION_TYPE
0.14
FLAG_DOCUMENT_12
0.11
REG_CITY_NOT_WORK_CITY
0.10
FLAG_WORK_PHONE
0.09
LIVE_CITY_NOT_WORK_CITY
0.09
FLAG_DOCUMENT_11
0.08
REG_REGION_NOT_WORK_REGION
0.06
LIVE_REGION_NOT_WORK_REGION
0.05
FLAG_DOCUMENT_3
0.05
FLAG_MOBIL
0.05
FLAG_DOCUMENT_14
0.04

THESE FEATURES
GIVE INFORMATION
ON NAME_INCOME_TYPE:
ORGANIZATION_TYPE
0.47
FLAG_EMP_PHONE
0.40
OCCUPATION_TYPE
0.25
FLAG_DOCUMENT_6
0.11
REG_CITY_NOT_WORK_CITY
0.05
FLAG_WORK_PHONE
0.04
LIVE_CITY_NOT_WORK_CITY
0.03
FLAG_DOCUMENT_3
0.03
NAME_FAMILY_STATUS
0.02
NAME_EDUCATION_TYPE
0.02
REGION_RATING_CLIENT
0.01
CODE_GENDER
0.01
REGION_RATING_CLIENT_W_CITY
0.01
FLAG_OWN_CAR
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_INCOME_TYPE
CORRELATION RATIO WITH...
DAYS_EMPLOYED
1.00
DAYS_BIRTH
0.62
DAYS_ID_PUBLISH
0.27
CNT_CHILDREN
0.24
CNT_FAM_MEMBERS
0.24
DAYS_REGISTRATION
0.21
REGION_POPULATION_RELATIVE
0.15
AMT_ANNUITY
0.15
AMT_CREDIT
0.12
AMT_GOODS_PRICE
0.12
HOUR_APPR_PROCESS_START
0.11
OWN_CAR_AGE
0.10
AMT_INCOME_TOTAL
0.09
EXT_SOURCE_2
0.09
NAME_EDUCATION_TYPE
MISSING:
---
TOP CATEGORIES
TARGET
Secondary / secondary special
218,391
71%
19,524
9%
Higher education
74,863
24%
4,009
5%
Incomplete higher
10,277
3%
872
8%
Lower secondary
3,816
1%
417
11%
Academic degree
164
<1%
3
2%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
NAME_EDUCATION_TYPE
PROVIDES INFORMATION ON...
FLAG_MOBIL
0.25
FLAG_DOCUMENT_14
0.05
OCCUPATION_TYPE
0.03
FLAG_DOCUMENT_13
0.03
FLAG_DOCUMENT_11
0.02
FLAG_EMP_PHONE
0.02
FLAG_DOCUMENT_15
0.02
FLAG_DOCUMENT_9
0.02
NAME_INCOME_TYPE
0.02
FLAG_EMAIL
0.02
FLAG_CONT_MOBILE
0.02
FLAG_DOCUMENT_6
0.01
FLAG_DOCUMENT_12
0.01
REG_REGION_NOT_LIVE_REGION
0.01

THESE FEATURES
GIVE INFORMATION
ON NAME_EDUCATION_TYPE:
OCCUPATION_TYPE
0.09
ORGANIZATION_TYPE
0.04
NAME_INCOME_TYPE
0.03
FLAG_EMP_PHONE
0.01
incomplete
0.01
NAME_FAMILY_STATUS
0.01
REGION_RATING_CLIENT
0.01
REGION_RATING_CLIENT_W_CITY
0.01
FLAG_OWN_CAR
0.01
FLAG_DOCUMENT_6
0.01
FLAG_EMAIL
0.00
FLAG_DOCUMENT_8
0.00
NAME_HOUSING_TYPE
0.00
NAME_CONTRACT_TYPE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_EDUCATION_TYPE
CORRELATION RATIO WITH...
DAYS_BIRTH
0.20
AMT_ANNUITY
0.15
AMT_GOODS_PRICE
0.14
DAYS_EMPLOYED
0.14
AMT_CREDIT
0.13
EXT_SOURCE_2
0.13
DAYS_REGISTRATION
0.10
AMT_INCOME_TOTAL
0.10
HOUR_APPR_PROCESS_START
0.09
DAYS_ID_PUBLISH
0.08
REGION_POPULATION_RELATIVE
0.07
AMT_REQ_CREDIT_BUREAU_YEAR
0.05
OBS_60_CNT_SOCIAL_CIRCLE
0.05
OBS_30_CNT_SOCIAL_CIRCLE
0.05
NAME_FAMILY_STATUS
MISSING:
---
TOP CATEGORIES
TARGET
Married
196,432
64%
14,850
8%
Single / not married
45,444
15%
4,457
10%
Civil marriage
29,775
10%
2,961
10%
Separated
19,770
6%
1,620
8%
Widow
16,088
5%
937
6%
Unknown
2
<1%
0
0%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
NAME_FAMILY_STATUS
PROVIDES INFORMATION ON...
FLAG_EMP_PHONE
0.05
FLAG_DOCUMENT_21
0.04
FLAG_DOCUMENT_12
0.03
FLAG_DOCUMENT_6
0.03
FLAG_MOBIL
0.03
FLAG_DOCUMENT_10
0.03
CODE_GENDER
0.03
FLAG_OWN_CAR
0.02
NAME_INCOME_TYPE
0.02
NAME_HOUSING_TYPE
0.02
FLAG_DOCUMENT_7
0.02
NAME_TYPE_SUITE
0.02
FLAG_DOCUMENT_11
0.02
ORGANIZATION_TYPE
0.01

THESE FEATURES
GIVE INFORMATION
ON NAME_FAMILY_STATUS:
ORGANIZATION_TYPE
0.02
NAME_INCOME_TYPE
0.02
FLAG_EMP_PHONE
0.02
OCCUPATION_TYPE
0.02
CODE_GENDER
0.02
FLAG_OWN_CAR
0.01
NAME_TYPE_SUITE
0.01
FLAG_DOCUMENT_6
0.01
NAME_HOUSING_TYPE
0.01
NAME_EDUCATION_TYPE
0.00
REG_CITY_NOT_WORK_CITY
0.00
FLAG_DOCUMENT_8
0.00
incomplete
0.00
LIVE_CITY_NOT_WORK_CITY
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_FAMILY_STATUS
CORRELATION RATIO WITH...
CNT_FAM_MEMBERS
0.63
DAYS_BIRTH
0.31
DAYS_EMPLOYED
0.25
CNT_CHILDREN
0.20
AMT_GOODS_PRICE
0.15
AMT_CREDIT
0.15
AMT_ANNUITY
0.14
DAYS_ID_PUBLISH
0.11
DAYS_REGISTRATION
0.11
OWN_CAR_AGE
0.09
EXT_SOURCE_3
0.07
DAYS_LAST_PHONE_CHANGE
0.07
EXT_SOURCE_2
0.05
HOUR_APPR_PROCESS_START
0.04
NAME_HOUSING_TYPE
MISSING:
---
TOP CATEGORIES
TARGET
House / apartment
272,868
89%
21,272
8%
With parents
14,840
5%
1,736
12%
Municipal apartment
11,183
4%
955
9%
Rented apartment
4,881
2%
601
12%
Office apartment
2,617
<1%
172
7%
Co-op apartment
1,122
<1%
89
8%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
NAME_HOUSING_TYPE
PROVIDES INFORMATION ON...
REG_CITY_NOT_LIVE_CITY
0.04
FLAG_OWN_REALTY
0.04
REG_REGION_NOT_LIVE_REGION
0.03
FLAG_EMP_PHONE
0.02
FLAG_DOCUMENT_10
0.01
FLAG_DOCUMENT_6
0.01
REG_CITY_NOT_WORK_CITY
0.01
FLAG_DOCUMENT_2
0.01
FLAG_DOCUMENT_11
0.01
FLAG_DOCUMENT_16
0.01
FLAG_DOCUMENT_12
0.01
NAME_FAMILY_STATUS
0.01
FLAG_DOCUMENT_21
0.01
FLAG_MOBIL
0.01

THESE FEATURES
GIVE INFORMATION
ON NAME_HOUSING_TYPE:
FLAG_OWN_REALTY
0.05
ORGANIZATION_TYPE
0.03
REG_CITY_NOT_LIVE_CITY
0.02
NAME_FAMILY_STATUS
0.02
NAME_INCOME_TYPE
0.02
FLAG_EMP_PHONE
0.02
REG_CITY_NOT_WORK_CITY
0.01
REGION_RATING_CLIENT
0.01
REGION_RATING_CLIENT_W_CITY
0.01
OCCUPATION_TYPE
0.01
FLAG_DOCUMENT_6
0.01
incomplete
0.01
NAME_EDUCATION_TYPE
0.01
REG_REGION_NOT_LIVE_REGION
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_HOUSING_TYPE
CORRELATION RATIO WITH...
DAYS_BIRTH
0.25
DAYS_EMPLOYED
0.11
DAYS_REGISTRATION
0.09
DAYS_ID_PUBLISH
0.08
EXT_SOURCE_3
0.06
OWN_CAR_AGE
0.06
AMT_GOODS_PRICE
0.06
AMT_CREDIT
0.06
EXT_SOURCE_2
0.06
REGION_POPULATION_RELATIVE
0.05
DAYS_LAST_PHONE_CHANGE
0.05
AMT_ANNUITY
0.04
CNT_FAM_MEMBERS
0.03
CNT_CHILDREN
0.03
REGION_POPULATION_RELATIVE
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
EXT_SOURCE_2
0.20
HOUR_APPR_PROCESS_START
0.17
AMT_ANNUITY
0.12
AMT_GOODS_PRICE
0.10
AMT_CREDIT
0.10
AMT_REQ_CREDIT_BUREAU_MON
0.08
AMT_INCOME_TOTAL
0.07
DAYS_REGISTRATION
-0.05
DAYS_LAST_PHONE_CHANGE
-0.04
DAYS_BIRTH
-0.03
CNT_CHILDREN
-0.03
CNT_FAM_MEMBERS
-0.02
OBS_30_CNT_SOCIAL_CIRCLE
-0.01
OBS_60_CNT_SOCIAL_CIRCLE
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REGION_RATING_CLIENT
0.64
REGION_RATING_CLIENT_W_CITY
0.61
NAME_INCOME_TYPE
0.15
incomplete
0.10
FLAG_PHONE
0.09
ORGANIZATION_TYPE
0.09
FLAG_DOCUMENT_8
0.09
FLAG_DOCUMENT_3
0.08
LIVE_REGION_NOT_WORK_REGION
0.08
NAME_EDUCATION_TYPE
0.07
OCCUPATION_TYPE
0.06
REG_REGION_NOT_WORK_REGION
0.06
REG_CITY_NOT_LIVE_CITY
0.05
NAME_HOUSING_TYPE
0.05
MOST FREQUENT VALUES
0.035792
16,408
5.3%
0.04622
13,442
4.4%
0.030755
12,163
4.0%
0.025164
11,950
3.9%
0.026392
11,601
3.8%
0.031329
11,321
3.7%
0.028663
11,157
3.6%
0.019101
8,694
2.8%
0.072508
8,412
2.7%
0.020713
8,066
2.6%
0.01885
7,668
2.5%
0.020246
7,178
2.3%
0.018634
7,038
2.3%
0.022625
6,943
2.3%
0.015221
6,824
2.2%
SMALLEST VALUES
0.00029
2
<0.1%
0.000533
39
<0.1%
0.000938
28
<0.1%
0.001276
558
0.2%
0.001333
235
<0.1%
0.001417
467
0.2%
0.002042
1,642
0.5%
0.002134
1,051
0.3%
0.002506
944
0.3%
0.003069
1,783
0.6%
0.0031219999999999
1,147
0.4%
0.0035409999999999
627
0.2%
0.003813
1,616
0.5%
0.0038179999999999
1,212
0.4%
0.004849
1,038
0.3%
LARGEST VALUES
0.072508
8,412
2.7%
0.04622
13,442
4.4%
0.035792
16,408
5.3%
0.032561
6,636
2.2%
0.031329
11,321
3.7%
0.030755
12,163
4.0%
0.028663
11,157
3.6%
0.026392
11,601
3.8%
0.025164
11,950
3.9%
0.02461
6,404
2.1%
0.0228
3,807
1.2%
0.022625
6,943
2.3%
0.020713
8,066
2.6%
0.020246
7,178
2.3%
0.0196889999999999
6,172
2.0%
DAYS_BIRTH
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
DAYS_EMPLOYED
-0.62
DAYS_REGISTRATION
0.33
CNT_CHILDREN
0.33
CNT_FAM_MEMBERS
0.28
DAYS_ID_PUBLISH
0.27
EXT_SOURCE_3
-0.21
EXT_SOURCE_2
-0.09
HOUR_APPR_PROCESS_START
0.09
OWN_CAR_AGE
0.09
DAYS_LAST_PHONE_CHANGE
0.08
AMT_REQ_CREDIT_BUREAU_YEAR
-0.07
AMT_CREDIT
-0.06
AMT_GOODS_PRICE
-0.05
REGION_POPULATION_RELATIVE
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.63
NAME_INCOME_TYPE
0.62
FLAG_EMP_PHONE
0.62
OCCUPATION_TYPE
0.45
FLAG_DOCUMENT_6
0.41
NAME_FAMILY_STATUS
0.31
NAME_HOUSING_TYPE
0.25
REG_CITY_NOT_WORK_CITY
0.24
NAME_EDUCATION_TYPE
0.20
REG_CITY_NOT_LIVE_CITY
0.18
FLAG_WORK_PHONE
0.17
LIVE_CITY_NOT_WORK_CITY
0.16
CODE_GENDER
0.15
FLAG_OWN_CAR
0.13
MOST FREQUENT VALUES
-13749
43
<0.1%
-13481
42
<0.1%
-18248
41
<0.1%
-10020
41
<0.1%
-15771
40
<0.1%
-10292
40
<0.1%
-14267
39
<0.1%
-13263
39
<0.1%
-11664
39
<0.1%
-14395
39
<0.1%
-13891
38
<0.1%
-13480
38
<0.1%
-15565
38
<0.1%
-13634
38
<0.1%
-15042
38
<0.1%
SMALLEST VALUES
-25229
1
<0.1%
-25201
2
<0.1%
-25200
1
<0.1%
-25197
2
<0.1%
-25196
4
<0.1%
-25195
1
<0.1%
-25192
2
<0.1%
-25191
1
<0.1%
-25187
1
<0.1%
-25186
1
<0.1%
-25184
1
<0.1%
-25182
1
<0.1%
-25180
1
<0.1%
-25179
1
<0.1%
-25177
1
<0.1%
LARGEST VALUES
-7489
1
<0.1%
-7673
1
<0.1%
-7676
2
<0.1%
-7678
3
<0.1%
-7679
1
<0.1%
-7680
7
<0.1%
-7681
2
<0.1%
-7682
1
<0.1%
-7683
3
<0.1%
-7684
2
<0.1%
-7685
1
<0.1%
-7686
1
<0.1%
-7687
3
<0.1%
-7688
4
<0.1%
-7689
3
<0.1%
DAYS_EMPLOYED
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
DAYS_BIRTH
-0.62
DAYS_ID_PUBLISH
-0.27
CNT_CHILDREN
-0.24
CNT_FAM_MEMBERS
-0.23
DAYS_REGISTRATION
-0.21
EXT_SOURCE_3
0.11
AMT_ANNUITY
-0.10
OWN_CAR_AGE
-0.09
HOUR_APPR_PROCESS_START
-0.09
AMT_CREDIT
-0.07
AMT_GOODS_PRICE
-0.06
AMT_INCOME_TOTAL
-0.06
AMT_REQ_CREDIT_BUREAU_YEAR
0.05
AMT_REQ_CREDIT_BUREAU_MON
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
1.00
NAME_INCOME_TYPE
1.00
FLAG_EMP_PHONE
1.00
OCCUPATION_TYPE
0.69
FLAG_DOCUMENT_6
0.60
REG_CITY_NOT_WORK_CITY
0.25
NAME_FAMILY_STATUS
0.25
FLAG_DOCUMENT_3
0.25
FLAG_WORK_PHONE
0.23
LIVE_CITY_NOT_WORK_CITY
0.22
CODE_GENDER
0.16
FLAG_OWN_CAR
0.15
NAME_EDUCATION_TYPE
0.14
FLAG_DOCUMENT_8
0.12
MOST FREQUENT VALUES
365243
55,374
18.0%
-200
156
<0.1%
-224
152
<0.1%
-230
151
<0.1%
-199
151
<0.1%
-212
150
<0.1%
-384
143
<0.1%
-229
143
<0.1%
-231
140
<0.1%
-215
138
<0.1%
-207
138
<0.1%
-216
137
<0.1%
-188
137
<0.1%
-196
136
<0.1%
-116
136
<0.1%
SMALLEST VALUES
-17912
1
<0.1%
-17583
1
<0.1%
-17546
1
<0.1%
-17531
1
<0.1%
-17522
1
<0.1%
-17170
1
<0.1%
-17139
1
<0.1%
-16852
1
<0.1%
-16849
1
<0.1%
-16836
1
<0.1%
-16767
1
<0.1%
-16678
1
<0.1%
-16651
1
<0.1%
-16632
1
<0.1%
-16607
1
<0.1%
LARGEST VALUES
365243
55,374
18.0%
0
2
<0.1%
-1
1
<0.1%
-2
2
<0.1%
-3
3
<0.1%
-4
4
<0.1%
-5
1
<0.1%
-6
2
<0.1%
-7
1
<0.1%
-8
2
<0.1%
-9
3
<0.1%
-10
1
<0.1%
-11
2
<0.1%
-12
6
<0.1%
-13
3
<0.1%
DAYS_REGISTRATION
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
DAYS_BIRTH
0.33
DAYS_EMPLOYED
-0.21
CNT_CHILDREN
0.18
CNT_FAM_MEMBERS
0.17
EXT_SOURCE_3
-0.11
DAYS_ID_PUBLISH
0.10
EXT_SOURCE_2
-0.06
DAYS_LAST_PHONE_CHANGE
0.06
REGION_POPULATION_RELATIVE
-0.05
OWN_CAR_AGE
0.05
AMT_ANNUITY
0.04
AMT_INCOME_TOTAL
0.03
AMT_REQ_CREDIT_BUREAU_YEAR
-0.02
AMT_GOODS_PRICE
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.22
NAME_INCOME_TYPE
0.21
FLAG_EMP_PHONE
0.21
OCCUPATION_TYPE
0.16
FLAG_DOCUMENT_6
0.14
NAME_FAMILY_STATUS
0.11
NAME_EDUCATION_TYPE
0.10
REG_CITY_NOT_WORK_CITY
0.10
NAME_HOUSING_TYPE
0.09
FLAG_OWN_CAR
0.09
REGION_RATING_CLIENT
0.08
CODE_GENDER
0.08
FLAG_PHONE
0.08
REGION_RATING_CLIENT_W_CITY
0.07
MOST FREQUENT VALUES
-1.0
113
<0.1%
-7.0
98
<0.1%
-6.0
96
<0.1%
-4.0
92
<0.1%
-2.0
92
<0.1%
-5.0
86
<0.1%
-3.0
84
<0.1%
-9.0
84
<0.1%
-14.0
80
<0.1%
-21.0
80
<0.1%
0.0
80
<0.1%
-10.0
79
<0.1%
-11.0
67
<0.1%
-511.0
66
<0.1%
-15.0
66
<0.1%
SMALLEST VALUES
-24672.0
1
<0.1%
-23738.0
1
<0.1%
-23416.0
1
<0.1%
-22928.0
1
<0.1%
-22858.0
1
<0.1%
-22701.0
1
<0.1%
-22442.0
1
<0.1%
-22392.0
1
<0.1%
-22113.0
1
<0.1%
-21887.0
1
<0.1%
-21865.0
1
<0.1%
-21249.0
1
<0.1%
-21244.0
1
<0.1%
-21146.0
1
<0.1%
-20981.0
1
<0.1%
LARGEST VALUES
0.0
80
<0.1%
-1.0
113
<0.1%
-2.0
92
<0.1%
-3.0
84
<0.1%
-4.0
92
<0.1%
-5.0
86
<0.1%
-6.0
96
<0.1%
-7.0
98
<0.1%
-8.0
65
<0.1%
-9.0
84
<0.1%
-10.0
79
<0.1%
-11.0
67
<0.1%
-12.0
55
<0.1%
-13.0
62
<0.1%
-14.0
80
<0.1%
DAYS_ID_PUBLISH
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
DAYS_BIRTH
0.27
DAYS_EMPLOYED
-0.27
EXT_SOURCE_3
-0.13
DAYS_REGISTRATION
0.10
DAYS_LAST_PHONE_CHANGE
0.09
EXT_SOURCE_2
-0.05
AMT_REQ_CREDIT_BUREAU_YEAR
-0.04
HOUR_APPR_PROCESS_START
0.03
CNT_CHILDREN
-0.03
CNT_FAM_MEMBERS
-0.02
OBS_60_CNT_SOCIAL_CIRCLE
-0.01
OWN_CAR_AGE
0.01
OBS_30_CNT_SOCIAL_CIRCLE
-0.01
AMT_ANNUITY
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
0.28
NAME_INCOME_TYPE
0.27
FLAG_EMP_PHONE
0.27
OCCUPATION_TYPE
0.19
FLAG_DOCUMENT_6
0.18
NAME_FAMILY_STATUS
0.11
REG_CITY_NOT_WORK_CITY
0.10
NAME_HOUSING_TYPE
0.08
NAME_EDUCATION_TYPE
0.08
REG_CITY_NOT_LIVE_CITY
0.08
LIVE_CITY_NOT_WORK_CITY
0.06
NAME_CONTRACT_TYPE
0.05
TARGET
0.05
FLAG_DOCUMENT_3
0.05
MOST FREQUENT VALUES
-4053
169
<0.1%
-4095
162
<0.1%
-4046
161
<0.1%
-4417
159
<0.1%
-4256
158
<0.1%
-4032
157
<0.1%
-4151
157
<0.1%
-4200
156
<0.1%
-4171
155
<0.1%
-4214
155
<0.1%
-4270
154
<0.1%
-4285
154
<0.1%
-4096
154
<0.1%
-4047
154
<0.1%
-4263
153
<0.1%
SMALLEST VALUES
-7197
1
<0.1%
-6551
1
<0.1%
-6383
1
<0.1%
-6337
1
<0.1%
-6274
1
<0.1%
-6265
1
<0.1%
-6263
1
<0.1%
-6259
1
<0.1%
-6258
1
<0.1%
-6256
1
<0.1%
-6255
1
<0.1%
-6247
1
<0.1%
-6235
1
<0.1%
-6233
1
<0.1%
-6232
1
<0.1%
LARGEST VALUES
0
16
<0.1%
-1
64
<0.1%
-2
50
<0.1%
-3
51
<0.1%
-4
57
<0.1%
-5
63
<0.1%
-6
81
<0.1%
-7
93
<0.1%
-8
86
<0.1%
-9
61
<0.1%
-10
63
<0.1%
-11
64
<0.1%
-12
70
<0.1%
-13
68
<0.1%
-14
75
<0.1%
OWN_CAR_AGE
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CNT_FAM_MEMBERS
0.09
DAYS_EMPLOYED
-0.09
DAYS_BIRTH
0.09
CNT_CHILDREN
0.07
AMT_ANNUITY
0.05
DAYS_REGISTRATION
0.05
AMT_CREDIT
0.03
AMT_GOODS_PRICE
0.03
AMT_REQ_CREDIT_BUREAU_YEAR
-0.03
AMT_INCOME_TOTAL
0.03
DAYS_LAST_PHONE_CHANGE
-0.02
HOUR_APPR_PROCESS_START
-0.02
EXT_SOURCE_3
-0.02
DAYS_ID_PUBLISH
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_OWN_CAR
0.66
CODE_GENDER
0.23
OCCUPATION_TYPE
0.16
ORGANIZATION_TYPE
0.12
FLAG_DOCUMENT_8
0.12
NAME_INCOME_TYPE
0.10
NAME_FAMILY_STATUS
0.09
FLAG_EMP_PHONE
0.09
FLAG_DOCUMENT_6
0.06
LIVE_CITY_NOT_WORK_CITY
0.06
NAME_HOUSING_TYPE
0.06
REG_CITY_NOT_WORK_CITY
0.06
incomplete
0.05
FLAG_PHONE
0.03
MOST FREQUENT VALUES
-1.0
202,924
66.0%
7.0
7,424
2.4%
6.0
6,382
2.1%
3.0
6,370
2.1%
8.0
5,887
1.9%
2.0
5,852
1.9%
4.0
5,557
1.8%
1.0
5,280
1.7%
9.0
5,025
1.6%
10.0
4,806
1.6%
14.0
4,594
1.5%
13.0
4,566
1.5%
12.0
4,257
1.4%
11.0
4,161
1.4%
5.0
3,595
1.2%
SMALLEST VALUES
-1.0
202,924
66.0%
0.0
2,134
0.7%
1.0
5,280
1.7%
2.0
5,852
1.9%
3.0
6,370
2.1%
4.0
5,557
1.8%
5.0
3,595
1.2%
6.0
6,382
2.1%
7.0
7,424
2.4%
8.0
5,887
1.9%
9.0
5,025
1.6%
10.0
4,806
1.6%
11.0
4,161
1.4%
12.0
4,257
1.4%
13.0
4,566
1.5%
LARGEST VALUES
91.0
2
<0.1%
69.0
1
<0.1%
65.0
891
0.3%
64.0
2,443
0.8%
63.0
2
<0.1%
57.0
1
<0.1%
56.0
1
<0.1%
55.0
4
<0.1%
54.0
12
<0.1%
52.0
1
<0.1%
51.0
3
<0.1%
50.0
1
<0.1%
49.0
6
<0.1%
48.0
1
<0.1%
47.0
1
<0.1%
FLAG_MOBIL
MISSING:
---
TOP CATEGORIES
TARGET
1
307,510
>99%
24,825
8%
0
1
<1%
0
0%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_MOBIL
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_18
0.00
FLAG_DOCUMENT_8
0.00
NAME_EDUCATION_TYPE
0.00
FLAG_DOCUMENT_3
0.00
FLAG_OWN_CAR
0.00
CODE_GENDER
0.00
ORGANIZATION_TYPE
0.00
WEEKDAY_APPR_PROCESS_START
0.00
incomplete
0.00
FLAG_OWN_REALTY
0.00
NAME_INCOME_TYPE
0.00
FLAG_PHONE
0.00
OCCUPATION_TYPE
0.00
REG_CITY_NOT_WORK_CITY
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_MOBIL:
FLAG_DOCUMENT_18
0.35
NAME_EDUCATION_TYPE
0.25
ORGANIZATION_TYPE
0.22
FLAG_DOCUMENT_8
0.18
WEEKDAY_APPR_PROCESS_START
0.13
FLAG_DOCUMENT_3
0.09
OCCUPATION_TYPE
0.09
FLAG_OWN_CAR
0.08
CODE_GENDER
0.08
NAME_INCOME_TYPE
0.05
incomplete
0.05
NAME_FAMILY_STATUS
0.03
FLAG_OWN_REALTY
0.03
FLAG_PHONE
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_MOBIL
CORRELATION RATIO WITH...
EXT_SOURCE_2
0.00
OWN_CAR_AGE
0.00
DAYS_BIRTH
0.00
SK_ID_CURR
0.00
EXT_SOURCE_3
0.00
DAYS_ID_PUBLISH
0.00
DAYS_LAST_PHONE_CHANGE
0.00
AMT_REQ_CREDIT_BUREAU_YEAR
0.00
AMT_CREDIT
0.00
AMT_GOODS_PRICE
0.00
REGION_POPULATION_RELATIVE
0.00
OBS_30_CNT_SOCIAL_CIRCLE
0.00
OBS_60_CNT_SOCIAL_CIRCLE
0.00
CNT_CHILDREN
0.00
FLAG_EMP_PHONE
MISSING:
---
TOP CATEGORIES
TARGET
1
252,125
82%
21,834
9%
0
55,386
18%
2,991
5%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_EMP_PHONE
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_6
0.45
NAME_INCOME_TYPE
0.40
ORGANIZATION_TYPE
0.19
OCCUPATION_TYPE
0.12
REG_CITY_NOT_WORK_CITY
0.10
FLAG_WORK_PHONE
0.09
LIVE_CITY_NOT_WORK_CITY
0.08
REG_REGION_NOT_WORK_REGION
0.05
LIVE_REGION_NOT_WORK_REGION
0.05
FLAG_DOCUMENT_3
0.05
FLAG_DOCUMENT_8
0.04
FLAG_DOCUMENT_11
0.03
FLAG_DOCUMENT_18
0.03
FLAG_DOCUMENT_16
0.03

THESE FEATURES
GIVE INFORMATION
ON FLAG_EMP_PHONE:
ORGANIZATION_TYPE
1.00
NAME_INCOME_TYPE
1.00
OCCUPATION_TYPE
0.55
FLAG_DOCUMENT_6
0.28
REG_CITY_NOT_WORK_CITY
0.11
FLAG_WORK_PHONE
0.09
LIVE_CITY_NOT_WORK_CITY
0.08
FLAG_DOCUMENT_3
0.06
NAME_FAMILY_STATUS
0.05
CODE_GENDER
0.03
FLAG_OWN_CAR
0.03
FLAG_DOCUMENT_8
0.02
NAME_EDUCATION_TYPE
0.02
REG_REGION_NOT_WORK_REGION
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_EMP_PHONE
CORRELATION RATIO WITH...
DAYS_EMPLOYED
1.00
DAYS_BIRTH
0.62
DAYS_ID_PUBLISH
0.27
CNT_CHILDREN
0.24
CNT_FAM_MEMBERS
0.23
DAYS_REGISTRATION
0.21
AMT_ANNUITY
0.10
OWN_CAR_AGE
0.09
HOUR_APPR_PROCESS_START
0.09
EXT_SOURCE_3
0.07
AMT_CREDIT
0.07
AMT_INCOME_TOTAL
0.06
AMT_GOODS_PRICE
0.06
AMT_REQ_CREDIT_BUREAU_YEAR
0.04
FLAG_WORK_PHONE
MISSING:
---
TOP CATEGORIES
TARGET
0
246,203
80%
18,921
8%
1
61,308
20%
5,904
10%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_WORK_PHONE
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_11
0.23
FLAG_EMP_PHONE
0.09
FLAG_PHONE
0.07
FLAG_DOCUMENT_6
0.05
NAME_INCOME_TYPE
0.04
FLAG_CONT_MOBILE
0.03
REG_REGION_NOT_LIVE_REGION
0.02
FLAG_DOCUMENT_4
0.02
ORGANIZATION_TYPE
0.02
FLAG_DOCUMENT_12
0.02
FLAG_MOBIL
0.02
REG_CITY_NOT_WORK_CITY
0.01
LIVE_CITY_NOT_WORK_CITY
0.01
FLAG_DOCUMENT_19
0.01

THESE FEATURES
GIVE INFORMATION
ON FLAG_WORK_PHONE:
NAME_INCOME_TYPE
0.09
ORGANIZATION_TYPE
0.09
FLAG_EMP_PHONE
0.09
FLAG_PHONE
0.08
OCCUPATION_TYPE
0.03
FLAG_DOCUMENT_6
0.03
REG_CITY_NOT_WORK_CITY
0.01
FLAG_OWN_REALTY
0.01
FLAG_DOCUMENT_11
0.01
LIVE_CITY_NOT_WORK_CITY
0.01
NAME_FAMILY_STATUS
0.01
REG_REGION_NOT_WORK_REGION
0.00
FLAG_DOCUMENT_3
0.00
incomplete
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_WORK_PHONE
CORRELATION RATIO WITH...
DAYS_EMPLOYED
0.23
DAYS_BIRTH
0.17
AMT_REQ_CREDIT_BUREAU_YEAR
0.07
CNT_FAM_MEMBERS
0.07
DAYS_REGISTRATION
0.06
CNT_CHILDREN
0.06
DAYS_ID_PUBLISH
0.05
DAYS_LAST_PHONE_CHANGE
0.04
EXT_SOURCE_3
0.04
HOUR_APPR_PROCESS_START
0.04
AMT_ANNUITY
0.02
AMT_REQ_CREDIT_BUREAU_QRT
0.02
AMT_CREDIT
0.02
EXT_SOURCE_2
0.02
FLAG_CONT_MOBILE
MISSING:
---
TOP CATEGORIES
TARGET
1
306,937
>99%
24,780
8%
0
574
<1%
45
8%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_CONT_MOBILE
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_14
0.02
FLAG_DOCUMENT_13
0.02
FLAG_DOCUMENT_21
0.01
FLAG_DOCUMENT_17
0.01
NAME_CONTRACT_TYPE
0.01
FLAG_DOCUMENT_18
0.01
FLAG_DOCUMENT_15
0.00
FLAG_DOCUMENT_16
0.00
FLAG_DOCUMENT_7
0.00
FLAG_DOCUMENT_19
0.00
FLAG_WORK_PHONE
0.00
FLAG_DOCUMENT_9
0.00
FLAG_DOCUMENT_8
0.00
FLAG_DOCUMENT_5
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_CONT_MOBILE:
NAME_CONTRACT_TYPE
0.17
FLAG_DOCUMENT_14
0.03
FLAG_WORK_PHONE
0.03
FLAG_DOCUMENT_13
0.03
FLAG_DOCUMENT_18
0.02
ORGANIZATION_TYPE
0.02
NAME_EDUCATION_TYPE
0.02
FLAG_DOCUMENT_16
0.01
OCCUPATION_TYPE
0.01
NAME_INCOME_TYPE
0.01
FLAG_DOCUMENT_8
0.01
WEEKDAY_APPR_PROCESS_START
0.01
REGION_RATING_CLIENT
0.01
REGION_RATING_CLIENT_W_CITY
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_CONT_MOBILE
CORRELATION RATIO WITH...
DAYS_LAST_PHONE_CHANGE
0.03
AMT_CREDIT
0.02
AMT_ANNUITY
0.02
AMT_REQ_CREDIT_BUREAU_YEAR
0.02
AMT_GOODS_PRICE
0.02
DAYS_BIRTH
0.01
DAYS_EMPLOYED
0.01
REGION_POPULATION_RELATIVE
0.01
AMT_INCOME_TOTAL
0.01
AMT_REQ_CREDIT_BUREAU_QRT
0.01
AMT_REQ_CREDIT_BUREAU_MON
0.00
DAYS_REGISTRATION
0.00
EXT_SOURCE_2
0.00
EXT_SOURCE_3
0.00
FLAG_PHONE
MISSING:
---
TOP CATEGORIES
TARGET
0
221,080
72%
18,744
8%
1
86,431
28%
6,081
7%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_PHONE
PROVIDES INFORMATION ON...
FLAG_WORK_PHONE
0.08
FLAG_DOCUMENT_7
0.04
FLAG_DOCUMENT_10
0.03
FLAG_DOCUMENT_5
0.03
FLAG_DOCUMENT_12
0.03
FLAG_MOBIL
0.02
FLAG_DOCUMENT_4
0.01
FLAG_DOCUMENT_19
0.01
REGION_RATING_CLIENT
0.01
REGION_RATING_CLIENT_W_CITY
0.01
REG_CITY_NOT_LIVE_CITY
0.00
FLAG_DOCUMENT_17
0.00
FLAG_DOCUMENT_15
0.00
incomplete
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_PHONE:
FLAG_WORK_PHONE
0.07
REGION_RATING_CLIENT
0.01
REGION_RATING_CLIENT_W_CITY
0.01
FLAG_DOCUMENT_5
0.00
incomplete
0.00
REG_CITY_NOT_LIVE_CITY
0.00
REG_CITY_NOT_WORK_CITY
0.00
OCCUPATION_TYPE
0.00
ORGANIZATION_TYPE
0.00
FLAG_OWN_REALTY
0.00
NAME_HOUSING_TYPE
0.00
NAME_EDUCATION_TYPE
0.00
DEF_30_CNT_SOCIAL_CIRCLE
0.00
NAME_FAMILY_STATUS
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_PHONE
CORRELATION RATIO WITH...
REGION_POPULATION_RELATIVE
0.09
DAYS_REGISTRATION
0.08
DAYS_LAST_PHONE_CHANGE
0.07
EXT_SOURCE_2
0.06
HOUR_APPR_PROCESS_START
0.06
DAYS_BIRTH
0.04
AMT_GOODS_PRICE
0.04
DAYS_ID_PUBLISH
0.04
OBS_30_CNT_SOCIAL_CIRCLE
0.03
OBS_60_CNT_SOCIAL_CIRCLE
0.03
OWN_CAR_AGE
0.03
AMT_REQ_CREDIT_BUREAU_MON
0.03
CNT_CHILDREN
0.03
AMT_CREDIT
0.03
FLAG_EMAIL
MISSING:
---
TOP CATEGORIES
TARGET
0
290,069
94%
23,451
8%
1
17,442
6%
1,374
8%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_EMAIL
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_2
0.01
FLAG_EMP_PHONE
0.00
NAME_EDUCATION_TYPE
0.00
FLAG_DOCUMENT_12
0.00
FLAG_MOBIL
0.00
FLAG_DOCUMENT_10
0.00
FLAG_DOCUMENT_6
0.00
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_4
0.00
REGION_RATING_CLIENT
0.00
REGION_RATING_CLIENT_W_CITY
0.00
REG_REGION_NOT_WORK_REGION
0.00
AMT_REQ_CREDIT_BUREAU_WEEK
0.00
REG_REGION_NOT_LIVE_REGION
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_EMAIL:
NAME_EDUCATION_TYPE
0.02
NAME_INCOME_TYPE
0.02
ORGANIZATION_TYPE
0.01
OCCUPATION_TYPE
0.01
FLAG_EMP_PHONE
0.01
REGION_RATING_CLIENT
0.01
REGION_RATING_CLIENT_W_CITY
0.01
FLAG_DOCUMENT_6
0.01
incomplete
0.00
NAME_FAMILY_STATUS
0.00
FLAG_OWN_CAR
0.00
FLAG_OWN_REALTY
0.00
REG_REGION_NOT_WORK_REGION
0.00
FLAG_DOCUMENT_8
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_EMAIL
CORRELATION RATIO WITH...
DAYS_BIRTH
0.09
AMT_ANNUITY
0.07
DAYS_EMPLOYED
0.06
AMT_REQ_CREDIT_BUREAU_YEAR
0.05
REGION_POPULATION_RELATIVE
0.04
AMT_INCOME_TOTAL
0.04
DAYS_REGISTRATION
0.03
DAYS_ID_PUBLISH
0.03
AMT_REQ_CREDIT_BUREAU_MON
0.03
EXT_SOURCE_2
0.02
HOUR_APPR_PROCESS_START
0.02
CNT_CHILDREN
0.02
EXT_SOURCE_3
0.02
DAYS_LAST_PHONE_CHANGE
0.02
OCCUPATION_TYPE
MISSING:
---
TOP CATEGORIES
TARGET
Unknown
96,391
31%
6,278
7%
Laborers
55,186
18%
5,838
11%
Sales staff
32,102
10%
3,092
10%
Core staff
27,570
9%
1,738
6%
Managers
21,371
7%
1,328
6%
Drivers
18,603
6%
2,107
11%
High skill tech staff
11,380
4%
701
6%
Accountants
9,813
3%
474
5%
Medicine staff
8,537
3%
572
7%
Security staff
6,721
2%
722
11%
Cooking staff
5,946
2%
621
10%
Cleaning staff
4,653
2%
447
10%
Private service staff
2,652
<1%
175
7%
Low-skill Laborers
2,093
<1%
359
17%
Waiters/barmen staff
1,348
<1%
152
11%
Secretaries
1,305
<1%
92
7%
Realty agents
751
<1%
59
8%
(Other)
1,089
<1%
70
6%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
OCCUPATION_TYPE
PROVIDES INFORMATION ON...
FLAG_EMP_PHONE
0.55
FLAG_DOCUMENT_6
0.29
NAME_INCOME_TYPE
0.25
ORGANIZATION_TYPE
0.22
CODE_GENDER
0.22
FLAG_DOCUMENT_12
0.18
NAME_EDUCATION_TYPE
0.09
FLAG_MOBIL
0.09
FLAG_DOCUMENT_10
0.07
FLAG_DOCUMENT_8
0.07
FLAG_OWN_CAR
0.05
FLAG_DOCUMENT_2
0.05
REG_CITY_NOT_WORK_CITY
0.04
FLAG_DOCUMENT_11
0.04

THESE FEATURES
GIVE INFORMATION
ON OCCUPATION_TYPE:
ORGANIZATION_TYPE
0.25
NAME_INCOME_TYPE
0.14
FLAG_EMP_PHONE
0.12
CODE_GENDER
0.06
FLAG_DOCUMENT_6
0.04
NAME_EDUCATION_TYPE
0.03
FLAG_OWN_CAR
0.01
REG_CITY_NOT_WORK_CITY
0.01
NAME_FAMILY_STATUS
0.01
FLAG_DOCUMENT_3
0.01
FLAG_DOCUMENT_8
0.01
LIVE_CITY_NOT_WORK_CITY
0.01
FLAG_WORK_PHONE
0.01
NAME_HOUSING_TYPE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
OCCUPATION_TYPE
CORRELATION RATIO WITH...
DAYS_EMPLOYED
0.69
DAYS_BIRTH
0.45
DAYS_ID_PUBLISH
0.19
CNT_FAM_MEMBERS
0.18
CNT_CHILDREN
0.18
AMT_ANNUITY
0.18
OWN_CAR_AGE
0.16
DAYS_REGISTRATION
0.16
AMT_GOODS_PRICE
0.16
AMT_CREDIT
0.15
AMT_INCOME_TOTAL
0.12
EXT_SOURCE_2
0.12
HOUR_APPR_PROCESS_START
0.08
EXT_SOURCE_3
0.07
CNT_FAM_MEMBERS
MISSING:
2
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CNT_CHILDREN
0.88
DAYS_BIRTH
0.28
DAYS_EMPLOYED
-0.23
DAYS_REGISTRATION
0.17
OWN_CAR_AGE
0.09
AMT_ANNUITY
0.08
AMT_CREDIT
0.06
AMT_GOODS_PRICE
0.06
AMT_REQ_CREDIT_BUREAU_YEAR
-0.03
EXT_SOURCE_3
-0.03
DAYS_LAST_PHONE_CHANGE
-0.03
OBS_30_CNT_SOCIAL_CIRCLE
0.03
OBS_60_CNT_SOCIAL_CIRCLE
0.02
REGION_POPULATION_RELATIVE
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
NAME_FAMILY_STATUS
0.63
ORGANIZATION_TYPE
0.24
NAME_INCOME_TYPE
0.24
FLAG_EMP_PHONE
0.23
OCCUPATION_TYPE
0.18
FLAG_DOCUMENT_6
0.16
FLAG_OWN_CAR
0.15
NAME_TYPE_SUITE
0.09
CODE_GENDER
0.08
LIVE_CITY_NOT_WORK_CITY
0.08
REG_CITY_NOT_WORK_CITY
0.07
FLAG_WORK_PHONE
0.07
FLAG_DOCUMENT_3
0.07
incomplete
0.06
MOST FREQUENT VALUES
2.0
158,357
51.5%
1.0
67,847
22.1%
3.0
52,601
17.1%
4.0
24,697
8.0%
5.0
3,478
1.1%
6.0
408
0.1%
7.0
81
<0.1%
8.0
20
<0.1%
9.0
6
<0.1%
10.0
3
<0.1%
14.0
2
<0.1%
12.0
2
<0.1%
20.0
2
<0.1%
16.0
2
<0.1%
13.0
1
<0.1%
SMALLEST VALUES
1.0
67,847
22.1%
2.0
158,357
51.5%
3.0
52,601
17.1%
4.0
24,697
8.0%
5.0
3,478
1.1%
6.0
408
0.1%
7.0
81
<0.1%
8.0
20
<0.1%
9.0
6
<0.1%
10.0
3
<0.1%
11.0
1
<0.1%
12.0
2
<0.1%
13.0
1
<0.1%
14.0
2
<0.1%
15.0
1
<0.1%
LARGEST VALUES
20.0
2
<0.1%
16.0
2
<0.1%
15.0
1
<0.1%
14.0
2
<0.1%
13.0
1
<0.1%
12.0
2
<0.1%
11.0
1
<0.1%
10.0
3
<0.1%
9.0
6
<0.1%
8.0
20
<0.1%
7.0
81
<0.1%
6.0
408
0.1%
5.0
3,478
1.1%
4.0
24,697
8.0%
3.0
52,601
17.1%
REGION_RATING_CLIENT
MISSING:
---
TOP CATEGORIES
TARGET
2
226,984
74%
17,907
8%
3
48,330
16%
5,366
11%
1
32,197
10%
1,552
5%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
REGION_RATING_CLIENT
PROVIDES INFORMATION ON...
REGION_RATING_CLIENT_W_CITY
0.89
LIVE_REGION_NOT_WORK_REGION
0.07
REG_REGION_NOT_WORK_REGION
0.05
FLAG_DOCUMENT_14
0.04
FLAG_DOCUMENT_9
0.04
FLAG_DOCUMENT_12
0.02
FLAG_DOCUMENT_13
0.02
FLAG_DOCUMENT_4
0.02
FLAG_MOBIL
0.02
incomplete
0.02
FLAG_DOCUMENT_8
0.02
REG_REGION_NOT_LIVE_REGION
0.01
NAME_INCOME_TYPE
0.01
NAME_HOUSING_TYPE
0.01

THESE FEATURES
GIVE INFORMATION
ON REGION_RATING_CLIENT:
REGION_RATING_CLIENT_W_CITY
0.88
NAME_INCOME_TYPE
0.02
incomplete
0.02
LIVE_REGION_NOT_WORK_REGION
0.02
REG_REGION_NOT_WORK_REGION
0.01
ORGANIZATION_TYPE
0.01
NAME_HOUSING_TYPE
0.01
FLAG_DOCUMENT_8
0.01
NAME_EDUCATION_TYPE
0.01
FLAG_PHONE
0.01
FLAG_DOCUMENT_3
0.01
OCCUPATION_TYPE
0.00
FLAG_EMAIL
0.00
TARGET
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REGION_RATING_CLIENT
CORRELATION RATIO WITH...
REGION_POPULATION_RELATIVE
0.64
EXT_SOURCE_2
0.29
HOUR_APPR_PROCESS_START
0.29
AMT_ANNUITY
0.18
AMT_CREDIT
0.14
AMT_GOODS_PRICE
0.13
AMT_INCOME_TOTAL
0.11
DAYS_REGISTRATION
0.08
AMT_REQ_CREDIT_BUREAU_MON
0.07
OBS_30_CNT_SOCIAL_CIRCLE
0.06
OBS_60_CNT_SOCIAL_CIRCLE
0.06
EXT_SOURCE_3
0.04
DAYS_EMPLOYED
0.04
CNT_FAM_MEMBERS
0.03
REGION_RATING_CLIENT_W_CITY
MISSING:
---
TOP CATEGORIES
TARGET
2
229,484
75%
18,170
8%
3
43,860
14%
5,001
11%
1
34,167
11%
1,654
5%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
REGION_RATING_CLIENT_W_CITY
PROVIDES INFORMATION ON...
REGION_RATING_CLIENT
0.88
LIVE_REGION_NOT_WORK_REGION
0.06
REG_REGION_NOT_WORK_REGION
0.05
FLAG_DOCUMENT_14
0.04
FLAG_DOCUMENT_9
0.03
FLAG_DOCUMENT_2
0.03
incomplete
0.03
FLAG_DOCUMENT_13
0.02
FLAG_DOCUMENT_12
0.02
FLAG_MOBIL
0.02
FLAG_DOCUMENT_4
0.02
FLAG_DOCUMENT_8
0.02
FLAG_DOCUMENT_10
0.01
REG_REGION_NOT_LIVE_REGION
0.01

THESE FEATURES
GIVE INFORMATION
ON REGION_RATING_CLIENT_W_CITY:
REGION_RATING_CLIENT
0.89
incomplete
0.02
NAME_INCOME_TYPE
0.02
LIVE_REGION_NOT_WORK_REGION
0.01
REG_REGION_NOT_WORK_REGION
0.01
ORGANIZATION_TYPE
0.01
NAME_HOUSING_TYPE
0.01
FLAG_DOCUMENT_8
0.01
NAME_EDUCATION_TYPE
0.01
FLAG_PHONE
0.01
FLAG_DOCUMENT_3
0.01
OCCUPATION_TYPE
0.00
TARGET
0.00
FLAG_EMAIL
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REGION_RATING_CLIENT_W_CITY
CORRELATION RATIO WITH...
REGION_POPULATION_RELATIVE
0.61
EXT_SOURCE_2
0.29
HOUR_APPR_PROCESS_START
0.27
AMT_ANNUITY
0.18
AMT_CREDIT
0.14
AMT_GOODS_PRICE
0.14
AMT_INCOME_TOTAL
0.11
DAYS_REGISTRATION
0.07
AMT_REQ_CREDIT_BUREAU_MON
0.07
OBS_30_CNT_SOCIAL_CIRCLE
0.06
OBS_60_CNT_SOCIAL_CIRCLE
0.06
DAYS_EMPLOYED
0.04
EXT_SOURCE_3
0.04
CNT_FAM_MEMBERS
0.03
WEEKDAY_APPR_PROCESS_START
MISSING:
---
TOP CATEGORIES
TARGET
TUESDAY
53,901
18%
4,501
8%
WEDNESDAY
51,934
17%
4,238
8%
MONDAY
50,714
16%
3,934
8%
THURSDAY
50,591
16%
4,098
8%
FRIDAY
50,338
16%
4,101
8%
SATURDAY
33,852
11%
2,670
8%
SUNDAY
16,181
5%
1,283
8%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
WEEKDAY_APPR_PROCESS_START
PROVIDES INFORMATION ON...
FLAG_MOBIL
0.13
FLAG_DOCUMENT_12
0.08
FLAG_DOCUMENT_10
0.05
FLAG_DOCUMENT_11
0.03
FLAG_DOCUMENT_2
0.02
FLAG_CONT_MOBILE
0.01
FLAG_DOCUMENT_4
0.01
AMT_REQ_CREDIT_BUREAU_DAY
0.01
AMT_REQ_CREDIT_BUREAU_HOUR
0.01
FLAG_DOCUMENT_20
0.01
FLAG_DOCUMENT_17
0.01
FLAG_DOCUMENT_18
0.00
FLAG_DOCUMENT_21
0.00
FLAG_DOCUMENT_7
0.00

THESE FEATURES
GIVE INFORMATION
ON WEEKDAY_APPR_PROCESS_START:
ORGANIZATION_TYPE
0.00
OCCUPATION_TYPE
0.00
NAME_TYPE_SUITE
0.00
FLAG_DOCUMENT_11
0.00
NAME_INCOME_TYPE
0.00
FLAG_WORK_PHONE
0.00
FLAG_EMP_PHONE
0.00
REGION_RATING_CLIENT
0.00
AMT_REQ_CREDIT_BUREAU_DAY
0.00
FLAG_OWN_REALTY
0.00
REGION_RATING_CLIENT_W_CITY
0.00
AMT_REQ_CREDIT_BUREAU_HOUR
0.00
FLAG_DOCUMENT_6
0.00
AMT_REQ_CREDIT_BUREAU_WEEK
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
WEEKDAY_APPR_PROCESS_START
CORRELATION RATIO WITH...
HOUR_APPR_PROCESS_START
0.06
DAYS_BIRTH
0.03
EXT_SOURCE_3
0.03
DAYS_EMPLOYED
0.03
AMT_REQ_CREDIT_BUREAU_YEAR
0.02
AMT_ANNUITY
0.01
REGION_POPULATION_RELATIVE
0.01
CNT_FAM_MEMBERS
0.01
AMT_GOODS_PRICE
0.01
CNT_CHILDREN
0.01
AMT_CREDIT
0.01
OBS_30_CNT_SOCIAL_CIRCLE
0.01
OBS_60_CNT_SOCIAL_CIRCLE
0.01
AMT_REQ_CREDIT_BUREAU_MON
0.01
HOUR_APPR_PROCESS_START
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
REGION_POPULATION_RELATIVE
0.17
EXT_SOURCE_2
0.16
DAYS_EMPLOYED
-0.09
DAYS_BIRTH
0.09
AMT_GOODS_PRICE
0.06
AMT_CREDIT
0.05
AMT_ANNUITY
0.05
EXT_SOURCE_3
-0.04
AMT_REQ_CREDIT_BUREAU_MON
0.04
AMT_INCOME_TOTAL
0.04
DAYS_ID_PUBLISH
0.03
AMT_REQ_CREDIT_BUREAU_YEAR
-0.03
OWN_CAR_AGE
-0.02
DAYS_LAST_PHONE_CHANGE
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REGION_RATING_CLIENT
0.29
REGION_RATING_CLIENT_W_CITY
0.27
NAME_INCOME_TYPE
0.11
ORGANIZATION_TYPE
0.11
FLAG_OWN_REALTY
0.10
NAME_EDUCATION_TYPE
0.09
FLAG_EMP_PHONE
0.09
OCCUPATION_TYPE
0.08
REG_REGION_NOT_WORK_REGION
0.08
incomplete
0.07
FLAG_DOCUMENT_6
0.07
LIVE_REGION_NOT_WORK_REGION
0.06
WEEKDAY_APPR_PROCESS_START
0.06
FLAG_PHONE
0.06
MOST FREQUENT VALUES
10
37,722
12.3%
11
37,229
12.1%
12
34,233
11.1%
13
30,959
10.1%
14
27,682
9.0%
9
27,384
8.9%
15
24,839
8.1%
16
20,385
6.6%
8
15,127
4.9%
17
14,900
4.8%
7
9,131
3.0%
18
9,049
2.9%
6
5,842
1.9%
19
3,848
1.3%
5
3,638
1.2%
SMALLEST VALUES
0
40
<0.1%
1
86
<0.1%
2
305
<0.1%
3
1,230
0.4%
4
2,090
0.7%
5
3,638
1.2%
6
5,842
1.9%
7
9,131
3.0%
8
15,127
4.9%
9
27,384
8.9%
10
37,722
12.3%
11
37,229
12.1%
12
34,233
11.1%
13
30,959
10.1%
14
27,682
9.0%
LARGEST VALUES
23
41
<0.1%
22
150
<0.1%
21
405
0.1%
20
1,196
0.4%
19
3,848
1.3%
18
9,049
2.9%
17
14,900
4.8%
16
20,385
6.6%
15
24,839
8.1%
14
27,682
9.0%
13
30,959
10.1%
12
34,233
11.1%
11
37,229
12.1%
10
37,722
12.3%
9
27,384
8.9%
REG_REGION_NOT_LIVE_REGION
MISSING:
---
TOP CATEGORIES
TARGET
0
302,854
98%
24,392
8%
1
4,657
2%
433
9%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
REG_REGION_NOT_LIVE_REGION
PROVIDES INFORMATION ON...
REG_REGION_NOT_WORK_REGION
0.17
REG_CITY_NOT_LIVE_CITY
0.09
FLAG_DOCUMENT_11
0.06
FLAG_DOCUMENT_10
0.02
REG_CITY_NOT_WORK_CITY
0.02
LIVE_REGION_NOT_WORK_REGION
0.01
NAME_HOUSING_TYPE
0.00
FLAG_DOCUMENT_9
0.00
FLAG_WORK_PHONE
0.00
FLAG_DOCUMENT_21
0.00
FLAG_DOCUMENT_17
0.00
NAME_INCOME_TYPE
0.00
FLAG_EMP_PHONE
0.00
FLAG_DOCUMENT_20
0.00

THESE FEATURES
GIVE INFORMATION
ON REG_REGION_NOT_LIVE_REGION:
REG_REGION_NOT_WORK_REGION
0.43
REG_CITY_NOT_LIVE_CITY
0.32
REG_CITY_NOT_WORK_CITY
0.10
ORGANIZATION_TYPE
0.03
NAME_INCOME_TYPE
0.03
LIVE_REGION_NOT_WORK_REGION
0.03
NAME_HOUSING_TYPE
0.03
FLAG_WORK_PHONE
0.02
FLAG_DOCUMENT_11
0.02
REGION_RATING_CLIENT
0.01
REGION_RATING_CLIENT_W_CITY
0.01
NAME_EDUCATION_TYPE
0.01
FLAG_EMP_PHONE
0.01
NAME_FAMILY_STATUS
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REG_REGION_NOT_LIVE_REGION
CORRELATION RATIO WITH...
DAYS_BIRTH
0.07
HOUR_APPR_PROCESS_START
0.05
AMT_ANNUITY
0.04
EXT_SOURCE_3
0.04
DAYS_LAST_PHONE_CHANGE
0.04
DAYS_EMPLOYED
0.04
DAYS_ID_PUBLISH
0.03
AMT_INCOME_TOTAL
0.03
DAYS_REGISTRATION
0.03
AMT_GOODS_PRICE
0.03
AMT_CREDIT
0.02
OBS_30_CNT_SOCIAL_CIRCLE
0.02
OBS_60_CNT_SOCIAL_CIRCLE
0.02
AMT_REQ_CREDIT_BUREAU_YEAR
0.02
REG_REGION_NOT_WORK_REGION
MISSING:
---
TOP CATEGORIES
TARGET
0
291,899
95%
23,437
8%
1
15,612
5%
1,388
9%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
REG_REGION_NOT_WORK_REGION
PROVIDES INFORMATION ON...
LIVE_REGION_NOT_WORK_REGION
0.78
REG_REGION_NOT_LIVE_REGION
0.43
REG_CITY_NOT_WORK_CITY
0.04
FLAG_DOCUMENT_11
0.04
LIVE_CITY_NOT_WORK_CITY
0.03
REG_CITY_NOT_LIVE_CITY
0.03
FLAG_EMP_PHONE
0.02
REGION_RATING_CLIENT
0.01
REGION_RATING_CLIENT_W_CITY
0.01
FLAG_DOCUMENT_6
0.01
NAME_INCOME_TYPE
0.01
CODE_GENDER
0.01
ORGANIZATION_TYPE
0.01
FLAG_DOCUMENT_9
0.01

THESE FEATURES
GIVE INFORMATION
ON REG_REGION_NOT_WORK_REGION:
LIVE_REGION_NOT_WORK_REGION
0.66
REG_REGION_NOT_LIVE_REGION
0.17
REG_CITY_NOT_WORK_CITY
0.12
ORGANIZATION_TYPE
0.09
LIVE_CITY_NOT_WORK_CITY
0.07
NAME_INCOME_TYPE
0.06
REGION_RATING_CLIENT
0.05
FLAG_EMP_PHONE
0.05
REGION_RATING_CLIENT_W_CITY
0.05
REG_CITY_NOT_LIVE_CITY
0.04
CODE_GENDER
0.03
OCCUPATION_TYPE
0.02
FLAG_DOCUMENT_6
0.02
FLAG_WORK_PHONE
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REG_REGION_NOT_WORK_REGION
CORRELATION RATIO WITH...
DAYS_EMPLOYED
0.11
DAYS_BIRTH
0.10
AMT_ANNUITY
0.08
HOUR_APPR_PROCESS_START
0.08
AMT_INCOME_TOTAL
0.06
REGION_POPULATION_RELATIVE
0.06
AMT_GOODS_PRICE
0.05
AMT_CREDIT
0.05
DAYS_ID_PUBLISH
0.05
EXT_SOURCE_3
0.04
DAYS_REGISTRATION
0.04
DAYS_LAST_PHONE_CHANGE
0.04
OBS_60_CNT_SOCIAL_CIRCLE
0.03
EXT_SOURCE_2
0.03
LIVE_REGION_NOT_WORK_REGION
MISSING:
---
TOP CATEGORIES
TARGET
0
295,008
96%
23,769
8%
1
12,503
4%
1,056
8%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LIVE_REGION_NOT_WORK_REGION
PROVIDES INFORMATION ON...
REG_REGION_NOT_WORK_REGION
0.66
LIVE_CITY_NOT_WORK_CITY
0.04
REG_REGION_NOT_LIVE_REGION
0.03
REG_CITY_NOT_WORK_CITY
0.03
FLAG_EMP_PHONE
0.02
REGION_RATING_CLIENT
0.02
REGION_RATING_CLIENT_W_CITY
0.01
FLAG_DOCUMENT_6
0.01
CODE_GENDER
0.01
NAME_INCOME_TYPE
0.01
ORGANIZATION_TYPE
0.01
FLAG_DOCUMENT_8
0.01
FLAG_DOCUMENT_13
0.00
FLAG_DOCUMENT_4
0.00

THESE FEATURES
GIVE INFORMATION
ON LIVE_REGION_NOT_WORK_REGION:
REG_REGION_NOT_WORK_REGION
0.78
LIVE_CITY_NOT_WORK_CITY
0.12
ORGANIZATION_TYPE
0.09
REG_CITY_NOT_WORK_CITY
0.08
REGION_RATING_CLIENT
0.07
REGION_RATING_CLIENT_W_CITY
0.06
NAME_INCOME_TYPE
0.05
FLAG_EMP_PHONE
0.05
CODE_GENDER
0.03
OCCUPATION_TYPE
0.03
FLAG_DOCUMENT_6
0.02
REG_REGION_NOT_LIVE_REGION
0.01
FLAG_DOCUMENT_8
0.01
FLAG_OWN_CAR
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LIVE_REGION_NOT_WORK_REGION
CORRELATION RATIO WITH...
DAYS_EMPLOYED
0.10
REGION_POPULATION_RELATIVE
0.08
AMT_ANNUITY
0.07
DAYS_BIRTH
0.07
HOUR_APPR_PROCESS_START
0.06
AMT_INCOME_TOTAL
0.06
AMT_GOODS_PRICE
0.05
AMT_CREDIT
0.05
DAYS_ID_PUBLISH
0.03
EXT_SOURCE_2
0.03
DAYS_REGISTRATION
0.03
EXT_SOURCE_3
0.03
OBS_60_CNT_SOCIAL_CIRCLE
0.02
OBS_30_CNT_SOCIAL_CIRCLE
0.02
REG_CITY_NOT_LIVE_CITY
MISSING:
---
TOP CATEGORIES
TARGET
0
283,472
92%
21,886
8%
1
24,039
8%
2,939
12%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
REG_CITY_NOT_LIVE_CITY
PROVIDES INFORMATION ON...
REG_REGION_NOT_LIVE_REGION
0.32
REG_CITY_NOT_WORK_CITY
0.15
REG_REGION_NOT_WORK_REGION
0.04
FLAG_DOCUMENT_11
0.04
NAME_HOUSING_TYPE
0.02
incomplete
0.02
FLAG_DOCUMENT_10
0.02
FLAG_EMP_PHONE
0.01
FLAG_DOCUMENT_2
0.01
FLAG_DOCUMENT_6
0.01
FLAG_DOCUMENT_12
0.01
FLAG_MOBIL
0.01
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_19
0.00

THESE FEATURES
GIVE INFORMATION
ON REG_CITY_NOT_LIVE_CITY:
REG_CITY_NOT_WORK_CITY
0.29
REG_REGION_NOT_LIVE_REGION
0.09
incomplete
0.05
NAME_HOUSING_TYPE
0.04
REG_REGION_NOT_WORK_REGION
0.03
ORGANIZATION_TYPE
0.03
NAME_INCOME_TYPE
0.02
FLAG_EMP_PHONE
0.02
OCCUPATION_TYPE
0.01
NAME_FAMILY_STATUS
0.01
FLAG_DOCUMENT_6
0.01
FLAG_OWN_REALTY
0.01
REGION_RATING_CLIENT_W_CITY
0.00
FLAG_PHONE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REG_CITY_NOT_LIVE_CITY
CORRELATION RATIO WITH...
DAYS_BIRTH
0.18
DAYS_EMPLOYED
0.09
DAYS_ID_PUBLISH
0.08
EXT_SOURCE_3
0.06
DAYS_REGISTRATION
0.06
DAYS_LAST_PHONE_CHANGE
0.05
REGION_POPULATION_RELATIVE
0.05
EXT_SOURCE_2
0.04
AMT_GOODS_PRICE
0.03
AMT_CREDIT
0.03
CNT_CHILDREN
0.02
HOUR_APPR_PROCESS_START
0.02
AMT_REQ_CREDIT_BUREAU_YEAR
0.01
AMT_REQ_CREDIT_BUREAU_MON
0.01
REG_CITY_NOT_WORK_CITY
MISSING:
---
TOP CATEGORIES
TARGET
0
236,644
77%
17,305
7%
1
70,867
23%
7,520
11%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
REG_CITY_NOT_WORK_CITY
PROVIDES INFORMATION ON...
LIVE_CITY_NOT_WORK_CITY
0.67
REG_CITY_NOT_LIVE_CITY
0.29
REG_REGION_NOT_WORK_REGION
0.12
FLAG_EMP_PHONE
0.11
REG_REGION_NOT_LIVE_REGION
0.10
LIVE_REGION_NOT_WORK_REGION
0.08
FLAG_DOCUMENT_6
0.06
incomplete
0.05
NAME_INCOME_TYPE
0.05
ORGANIZATION_TYPE
0.02
FLAG_DOCUMENT_12
0.02
FLAG_DOCUMENT_11
0.02
FLAG_MOBIL
0.02
CODE_GENDER
0.01

THESE FEATURES
GIVE INFORMATION
ON REG_CITY_NOT_WORK_CITY:
LIVE_CITY_NOT_WORK_CITY
0.58
REG_CITY_NOT_LIVE_CITY
0.15
ORGANIZATION_TYPE
0.11
NAME_INCOME_TYPE
0.10
FLAG_EMP_PHONE
0.10
incomplete
0.07
REG_REGION_NOT_WORK_REGION
0.04
OCCUPATION_TYPE
0.04
FLAG_DOCUMENT_6
0.03
LIVE_REGION_NOT_WORK_REGION
0.03
CODE_GENDER
0.02
REG_REGION_NOT_LIVE_REGION
0.02
NAME_HOUSING_TYPE
0.01
FLAG_WORK_PHONE
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REG_CITY_NOT_WORK_CITY
CORRELATION RATIO WITH...
DAYS_EMPLOYED
0.25
DAYS_BIRTH
0.24
DAYS_REGISTRATION
0.10
DAYS_ID_PUBLISH
0.10
EXT_SOURCE_2
0.08
CNT_FAM_MEMBERS
0.07
CNT_CHILDREN
0.07
EXT_SOURCE_3
0.07
OWN_CAR_AGE
0.06
DAYS_LAST_PHONE_CHANGE
0.05
REGION_POPULATION_RELATIVE
0.04
HOUR_APPR_PROCESS_START
0.02
AMT_GOODS_PRICE
0.02
AMT_CREDIT
0.02
LIVE_CITY_NOT_WORK_CITY
MISSING:
---
TOP CATEGORIES
TARGET
0
252,296
82%
19,322
8%
1
55,215
18%
5,503
10%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LIVE_CITY_NOT_WORK_CITY
PROVIDES INFORMATION ON...
REG_CITY_NOT_WORK_CITY
0.58
LIVE_REGION_NOT_WORK_REGION
0.12
FLAG_EMP_PHONE
0.08
REG_REGION_NOT_WORK_REGION
0.07
FLAG_DOCUMENT_6
0.04
NAME_INCOME_TYPE
0.03
incomplete
0.03
ORGANIZATION_TYPE
0.02
FLAG_DOCUMENT_12
0.02
FLAG_MOBIL
0.01
CODE_GENDER
0.01
FLAG_WORK_PHONE
0.01
OCCUPATION_TYPE
0.01
FLAG_OWN_CAR
0.01

THESE FEATURES
GIVE INFORMATION
ON LIVE_CITY_NOT_WORK_CITY:
REG_CITY_NOT_WORK_CITY
0.67
ORGANIZATION_TYPE
0.10
NAME_INCOME_TYPE
0.09
FLAG_EMP_PHONE
0.08
incomplete
0.05
LIVE_REGION_NOT_WORK_REGION
0.04
OCCUPATION_TYPE
0.04
REG_REGION_NOT_WORK_REGION
0.03
FLAG_DOCUMENT_6
0.03
CODE_GENDER
0.02
FLAG_WORK_PHONE
0.01
FLAG_OWN_CAR
0.01
NAME_FAMILY_STATUS
0.01
FLAG_DOCUMENT_3
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LIVE_CITY_NOT_WORK_CITY
CORRELATION RATIO WITH...
DAYS_EMPLOYED
0.22
DAYS_BIRTH
0.16
CNT_FAM_MEMBERS
0.08
DAYS_REGISTRATION
0.07
CNT_CHILDREN
0.07
OWN_CAR_AGE
0.06
DAYS_ID_PUBLISH
0.06
EXT_SOURCE_2
0.06
EXT_SOURCE_3
0.04
DAYS_LAST_PHONE_CHANGE
0.02
HOUR_APPR_PROCESS_START
0.02
REGION_POPULATION_RELATIVE
0.02
AMT_REQ_CREDIT_BUREAU_YEAR
0.01
AMT_ANNUITY
0.01
ORGANIZATION_TYPE
MISSING:
---
TOP CATEGORIES
TARGET
Business
84,529
27%
7,710
9%
Unknown
55,374
18%
2,990
5%
Self-employed
38,412
12%
3,908
10%
Other
16,683
5%
1,275
8%
Trade
14,315
5%
1,299
9%
Industry
14,311
5%
1,231
9%
Medicine
11,193
4%
737
7%
Government
10,404
3%
726
7%
Transport
8,990
3%
869
10%
School
8,893
3%
526
6%
Kindergarten
6,880
2%
484
7%
Construction
6,721
2%
785
12%
Security
3,247
1%
324
10%
Housing
2,958
<1%
235
8%
Military
2,634
<1%
135
5%
Bank
2,507
<1%
130
5%
Agriculture
2,454
<1%
257
10%
(Other)
17,006
6%
1,204
7%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ORGANIZATION_TYPE
PROVIDES INFORMATION ON...
FLAG_EMP_PHONE
1.00
NAME_INCOME_TYPE
0.47
FLAG_DOCUMENT_6
0.45
OCCUPATION_TYPE
0.25
FLAG_MOBIL
0.22
FLAG_DOCUMENT_12
0.18
FLAG_DOCUMENT_17
0.12
FLAG_DOCUMENT_2
0.11
REG_CITY_NOT_WORK_CITY
0.11
LIVE_CITY_NOT_WORK_CITY
0.10
FLAG_DOCUMENT_11
0.09
LIVE_REGION_NOT_WORK_REGION
0.09
FLAG_WORK_PHONE
0.09
REG_REGION_NOT_WORK_REGION
0.09

THESE FEATURES
GIVE INFORMATION
ON ORGANIZATION_TYPE:
NAME_INCOME_TYPE
0.22
OCCUPATION_TYPE
0.22
FLAG_EMP_PHONE
0.19
FLAG_DOCUMENT_6
0.05
REG_CITY_NOT_WORK_CITY
0.02
CODE_GENDER
0.02
FLAG_WORK_PHONE
0.02
LIVE_CITY_NOT_WORK_CITY
0.02
FLAG_DOCUMENT_3
0.01
NAME_EDUCATION_TYPE
0.01
NAME_FAMILY_STATUS
0.01
FLAG_OWN_CAR
0.01
REG_REGION_NOT_WORK_REGION
0.01
FLAG_DOCUMENT_8
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ORGANIZATION_TYPE
CORRELATION RATIO WITH...
DAYS_EMPLOYED
1.00
DAYS_BIRTH
0.63
DAYS_ID_PUBLISH
0.28
CNT_CHILDREN
0.25
CNT_FAM_MEMBERS
0.24
DAYS_REGISTRATION
0.22
AMT_ANNUITY
0.13
OWN_CAR_AGE
0.12
HOUR_APPR_PROCESS_START
0.11
EXT_SOURCE_3
0.09
REGION_POPULATION_RELATIVE
0.09
AMT_INCOME_TOTAL
0.09
AMT_GOODS_PRICE
0.08
AMT_CREDIT
0.08
EXT_SOURCE_2
MISSING:
660
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
REGION_POPULATION_RELATIVE
0.20
DAYS_LAST_PHONE_CHANGE
-0.20
HOUR_APPR_PROCESS_START
0.16
AMT_GOODS_PRICE
0.14
AMT_CREDIT
0.13
AMT_ANNUITY
0.13
EXT_SOURCE_3
0.11
DAYS_BIRTH
-0.09
AMT_INCOME_TOTAL
0.06
DAYS_REGISTRATION
-0.06
AMT_REQ_CREDIT_BUREAU_MON
0.05
DAYS_ID_PUBLISH
-0.05
AMT_REQ_CREDIT_BUREAU_YEAR
-0.02
DAYS_EMPLOYED
-0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REGION_RATING_CLIENT
0.29
REGION_RATING_CLIENT_W_CITY
0.29
TARGET
0.16
NAME_EDUCATION_TYPE
0.13
incomplete
0.13
OCCUPATION_TYPE
0.12
NAME_INCOME_TYPE
0.09
REG_CITY_NOT_WORK_CITY
0.08
ORGANIZATION_TYPE
0.07
FLAG_PHONE
0.06
LIVE_CITY_NOT_WORK_CITY
0.06
NAME_HOUSING_TYPE
0.06
FLAG_OWN_CAR
0.05
NAME_FAMILY_STATUS
0.05
MOST FREQUENT VALUES
0.2858978721410488
721
0.2%
0.2622583692422573
417
0.1%
0.2652563401861944
343
0.1%
0.1596792335026377
322
0.1%
0.2653117484731741
306
<0.1%
0.2665197753925157
244
<0.1%
0.2631435910213423
243
<0.1%
0.162144567666238
238
<0.1%
0.1621921059592286
234
<0.1%
0.1631870354642708
184
<0.1%
0.1604053214783667
173
<0.1%
0.1915258625230554
169
<0.1%
0.2453495532540649
167
<0.1%
0.3542247319929012
149
<0.1%
0.1942664499695638
140
<0.1%
SMALLEST VALUES
8.173616518884397e-08
1
<0.1%
1.3159555812626235e-06
1
<0.1%
5.002108762101576e-06
1
<0.1%
5.600337749107766e-06
1
<0.1%
5.9396509293128426e-06
1
<0.1%
9.936476188005656e-06
1
<0.1%
1.0310782136218707e-05
1
<0.1%
1.1470169704839305e-05
1
<0.1%
1.1793951733999552e-05
1
<0.1%
1.272314380207816e-05
1
<0.1%
1.640105021391333e-05
1
<0.1%
1.6417197201545802e-05
1
<0.1%
1.6706922783228775e-05
1
<0.1%
1.6902784927872054e-05
1
<0.1%
1.9182987450393707e-05
1
<0.1%
LARGEST VALUES
0.8549996664047012
26
<0.1%
0.8217142127828599
1
<0.1%
0.8213936273692694
1
<0.1%
0.8206159442383357
1
<0.1%
0.8206095060949257
1
<0.1%
0.8204871470634915
1
<0.1%
0.8198323876839397
1
<0.1%
0.8185757450009616
1
<0.1%
0.8185562589248401
1
<0.1%
0.8184035616348176
1
<0.1%
0.8178895057950408
1
<0.1%
0.8178732197557167
1
<0.1%
0.8173677909122082
1
<0.1%
0.8173547331814108
1
<0.1%
0.8166550874148094
1
<0.1%
EXT_SOURCE_3
MISSING:
60,965
(20%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
DAYS_BIRTH
-0.21
DAYS_ID_PUBLISH
-0.13
DAYS_EMPLOYED
0.11
EXT_SOURCE_2
0.11
DAYS_REGISTRATION
-0.11
DAYS_LAST_PHONE_CHANGE
-0.08
AMT_REQ_CREDIT_BUREAU_YEAR
-0.07
AMT_GOODS_PRICE
0.05
AMT_CREDIT
0.04
CNT_CHILDREN
-0.04
HOUR_APPR_PROCESS_START
-0.04
AMT_ANNUITY
0.03
AMT_INCOME_TOTAL
-0.03
CNT_FAM_MEMBERS
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TARGET
0.12
ORGANIZATION_TYPE
0.09
NAME_INCOME_TYPE
0.08
NAME_FAMILY_STATUS
0.07
OCCUPATION_TYPE
0.07
FLAG_EMP_PHONE
0.07
REG_CITY_NOT_WORK_CITY
0.07
REG_CITY_NOT_LIVE_CITY
0.06
NAME_HOUSING_TYPE
0.06
FLAG_DOCUMENT_6
0.04
NAME_EDUCATION_TYPE
0.04
REG_REGION_NOT_WORK_REGION
0.04
REG_REGION_NOT_LIVE_REGION
0.04
REGION_RATING_CLIENT
0.04
MOST FREQUENT VALUES
0.746300213050371
1,460
0.6%
0.7136313997323308
1,315
0.5%
0.6940926425266661
1,276
0.5%
0.6706517530862718
1,191
0.5%
0.6528965519806539
1,154
0.5%
0.5814837058057234
1,141
0.5%
0.6894791426446275
1,138
0.5%
0.5954562029091491
1,136
0.5%
0.5549467685334323
1,132
0.5%
0.6212263380626669
1,109
0.4%
0.6577838002083306
1,092
0.4%
0.6075573001388961
1,067
0.4%
0.6430255641096323
1,066
0.4%
0.4507472818545589
1,064
0.4%
0.6263042766749393
1,054
0.4%
SMALLEST VALUES
0.0005272652387098
886
0.4%
0.0113457194348374
1
<0.1%
0.0127159238587686
1
<0.1%
0.01394846558484
1
<0.1%
0.0141482655182073
1
<0.1%
0.0145563649297115
1
<0.1%
0.0160781171456365
1
<0.1%
0.0165409481550964
1
<0.1%
0.0167772513631018
2
<0.1%
0.0170168719756039
1
<0.1%
0.017506245542977
1
<0.1%
0.0181374344751957
1
<0.1%
0.0182663270292142
1
<0.1%
0.0186584216525425
1
<0.1%
0.018924392893755
1
<0.1%
LARGEST VALUES
0.8960095494948396
1
<0.1%
0.8939760746042866
2
<0.1%
0.8876642018413868
1
<0.1%
0.8854883941521002
3
<0.1%
0.8825303127941461
26
<0.1%
0.881026574983999
7
<0.1%
0.8802684803872619
38
<0.1%
0.8795062158892447
1
<0.1%
0.878739766981187
13
<0.1%
0.8771942581973663
6
<0.1%
0.8748442527210525
6
<0.1%
0.8732562552668781
2
<0.1%
0.8724558162271476
1
<0.1%
0.8716510650705064
5
<0.1%
0.8708419879591596
2
<0.1%
OBS_30_CNT_SOCIAL_CIRCLE
MISSING:
1,021
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
OBS_60_CNT_SOCIAL_CIRCLE
1.00
AMT_REQ_CREDIT_BUREAU_YEAR
0.03
CNT_FAM_MEMBERS
0.03
EXT_SOURCE_2
-0.02
CNT_CHILDREN
0.02
DAYS_LAST_PHONE_CHANGE
-0.01
AMT_INCOME_TOTAL
-0.01
DAYS_ID_PUBLISH
-0.01
AMT_ANNUITY
-0.01
REGION_POPULATION_RELATIVE
-0.01
DAYS_REGISTRATION
0.01
HOUR_APPR_PROCESS_START
-0.01
DAYS_BIRTH
0.01
DAYS_EMPLOYED
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
DEF_30_CNT_SOCIAL_CIRCLE
0.40
DEF_60_CNT_SOCIAL_CIRCLE
0.34
REGION_RATING_CLIENT
0.06
REGION_RATING_CLIENT_W_CITY
0.06
NAME_EDUCATION_TYPE
0.05
NAME_TYPE_SUITE
0.05
OCCUPATION_TYPE
0.03
FLAG_PHONE
0.03
NAME_FAMILY_STATUS
0.03
FLAG_DOCUMENT_3
0.03
REG_REGION_NOT_WORK_REGION
0.03
ORGANIZATION_TYPE
0.03
NAME_CONTRACT_TYPE
0.02
LIVE_REGION_NOT_WORK_REGION
0.02
MOST FREQUENT VALUES
0.0
163,910
53.5%
1.0
48,783
15.9%
2.0
29,808
9.7%
3.0
20,322
6.6%
4.0
14,143
4.6%
5.0
9,553
3.1%
6.0
6,453
2.1%
7.0
4,390
1.4%
8.0
2,967
1.0%
9.0
2,003
0.7%
10.0
1,376
0.4%
11.0
852
0.3%
12.0
652
0.2%
13.0
411
0.1%
14.0
258
<0.1%
SMALLEST VALUES
0.0
163,910
53.5%
1.0
48,783
15.9%
2.0
29,808
9.7%
3.0
20,322
6.6%
4.0
14,143
4.6%
5.0
9,553
3.1%
6.0
6,453
2.1%
7.0
4,390
1.4%
8.0
2,967
1.0%
9.0
2,003
0.7%
10.0
1,376
0.4%
11.0
852
0.3%
12.0
652
0.2%
13.0
411
0.1%
14.0
258
<0.1%
LARGEST VALUES
348.0
1
<0.1%
47.0
1
<0.1%
30.0
2
<0.1%
29.0
1
<0.1%
28.0
1
<0.1%
27.0
5
<0.1%
26.0
3
<0.1%
25.0
11
<0.1%
24.0
11
<0.1%
23.0
15
<0.1%
22.0
22
<0.1%
21.0
29
<0.1%
20.0
30
<0.1%
19.0
44
<0.1%
18.0
46
<0.1%
DEF_30_CNT_SOCIAL_CIRCLE
MISSING:
1,021
(<1%)
TOP CATEGORIES
TARGET
0.0
271,324
89%
21,098
8%
1.0
28,328
9%
2,874
10%
2.0
5,323
2%
620
12%
3.0
1,192
<1%
153
13%
4.0
253
<1%
35
14%
5.0
56
<1%
8
14%
6.0
11
<1%
1
9%
7.0
1
<1%
0
0%
34.0
1
<1%
0
0%
8.0
1
<1%
0
0%
ALL
306,490
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
DEF_30_CNT_SOCIAL_CIRCLE
PROVIDES INFORMATION ON...
DEF_60_CNT_SOCIAL_CIRCLE
0.76
FLAG_DOCUMENT_4
0.01
FLAG_DOCUMENT_10
0.01
FLAG_DOCUMENT_12
0.01
FLAG_MOBIL
0.01
FLAG_DOCUMENT_2
0.01
FLAG_DOCUMENT_7
0.00
TARGET
0.00
FLAG_DOCUMENT_19
0.00
FLAG_DOCUMENT_13
0.00
FLAG_CONT_MOBILE
0.00
FLAG_DOCUMENT_21
0.00
AMT_REQ_CREDIT_BUREAU_DAY
0.00
FLAG_DOCUMENT_20
0.00

THESE FEATURES
GIVE INFORMATION
ON DEF_30_CNT_SOCIAL_CIRCLE:
DEF_60_CNT_SOCIAL_CIRCLE
0.59
REGION_RATING_CLIENT
0.00
NAME_EDUCATION_TYPE
0.00
REGION_RATING_CLIENT_W_CITY
0.00
OCCUPATION_TYPE
0.00
ORGANIZATION_TYPE
0.00
TARGET
0.00
FLAG_PHONE
0.00
NAME_INCOME_TYPE
0.00
REG_REGION_NOT_WORK_REGION
0.00
CODE_GENDER
0.00
FLAG_DOCUMENT_8
0.00
LIVE_REGION_NOT_WORK_REGION
0.00
FLAG_EMP_PHONE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
DEF_30_CNT_SOCIAL_CIRCLE
CORRELATION RATIO WITH...
OBS_60_CNT_SOCIAL_CIRCLE
0.40
OBS_30_CNT_SOCIAL_CIRCLE
0.40
EXT_SOURCE_2
0.03
AMT_ANNUITY
0.02
AMT_GOODS_PRICE
0.02
AMT_CREDIT
0.02
EXT_SOURCE_3
0.02
DAYS_EMPLOYED
0.02
AMT_REQ_CREDIT_BUREAU_YEAR
0.02
AMT_INCOME_TOTAL
0.01
HOUR_APPR_PROCESS_START
0.01
DAYS_BIRTH
0.01
CNT_FAM_MEMBERS
0.01
OWN_CAR_AGE
0.01
OBS_60_CNT_SOCIAL_CIRCLE
MISSING:
1,021
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
OBS_30_CNT_SOCIAL_CIRCLE
1.00
AMT_REQ_CREDIT_BUREAU_YEAR
0.03
CNT_FAM_MEMBERS
0.02
EXT_SOURCE_2
-0.02
CNT_CHILDREN
0.02
DAYS_LAST_PHONE_CHANGE
-0.02
AMT_INCOME_TOTAL
-0.01
DAYS_ID_PUBLISH
-0.01
AMT_ANNUITY
-0.01
REGION_POPULATION_RELATIVE
-0.01
DAYS_REGISTRATION
0.01
HOUR_APPR_PROCESS_START
-0.01
DAYS_BIRTH
0.01
DAYS_EMPLOYED
0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
DEF_30_CNT_SOCIAL_CIRCLE
0.40
DEF_60_CNT_SOCIAL_CIRCLE
0.35
REGION_RATING_CLIENT
0.06
REGION_RATING_CLIENT_W_CITY
0.06
NAME_EDUCATION_TYPE
0.05
NAME_TYPE_SUITE
0.05
OCCUPATION_TYPE
0.03
FLAG_PHONE
0.03
NAME_FAMILY_STATUS
0.03
FLAG_DOCUMENT_3
0.03
REG_REGION_NOT_WORK_REGION
0.03
ORGANIZATION_TYPE
0.03
NAME_CONTRACT_TYPE
0.02
LIVE_REGION_NOT_WORK_REGION
0.02
MOST FREQUENT VALUES
0.0
164,666
53.7%
1.0
48,870
15.9%
2.0
29,766
9.7%
3.0
20,215
6.6%
4.0
13,946
4.6%
5.0
9,463
3.1%
6.0
6,349
2.1%
7.0
4,344
1.4%
8.0
2,886
0.9%
9.0
1,959
0.6%
10.0
1,335
0.4%
11.0
837
0.3%
12.0
620
0.2%
13.0
401
0.1%
14.0
238
<0.1%
SMALLEST VALUES
0.0
164,666
53.7%
1.0
48,870
15.9%
2.0
29,766
9.7%
3.0
20,215
6.6%
4.0
13,946
4.6%
5.0
9,463
3.1%
6.0
6,349
2.1%
7.0
4,344
1.4%
8.0
2,886
0.9%
9.0
1,959
0.6%
10.0
1,335
0.4%
11.0
837
0.3%
12.0
620
0.2%
13.0
401
0.1%
14.0
238
<0.1%
LARGEST VALUES
344.0
1
<0.1%
47.0
1
<0.1%
30.0
1
<0.1%
29.0
2
<0.1%
28.0
1
<0.1%
27.0
5
<0.1%
26.0
1
<0.1%
25.0
11
<0.1%
24.0
12
<0.1%
23.0
13
<0.1%
22.0
20
<0.1%
21.0
28
<0.1%
20.0
30
<0.1%
19.0
44
<0.1%
18.0
49
<0.1%
DEF_60_CNT_SOCIAL_CIRCLE
MISSING:
1,021
(<1%)
TOP CATEGORIES
TARGET
0.0
280,721
92%
21,994
8%
1.0
21,841
7%
2,297
11%
2.0
3,170
1%
385
12%
3.0
598
<1%
95
16%
4.0
135
<1%
15
11%
5.0
20
<1%
3
15%
6.0
3
<1%
0
0%
7.0
1
<1%
0
0%
24.0
1
<1%
0
0%
ALL
306,490
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
DEF_60_CNT_SOCIAL_CIRCLE
PROVIDES INFORMATION ON...
DEF_30_CNT_SOCIAL_CIRCLE
0.59
FLAG_DOCUMENT_2
0.01
FLAG_DOCUMENT_4
0.01
FLAG_DOCUMENT_10
0.01
FLAG_DOCUMENT_12
0.01
FLAG_MOBIL
0.01
FLAG_DOCUMENT_7
0.00
FLAG_DOCUMENT_19
0.00
FLAG_DOCUMENT_13
0.00
TARGET
0.00
FLAG_CONT_MOBILE
0.00
FLAG_DOCUMENT_15
0.00
LIVE_REGION_NOT_WORK_REGION
0.00
REGION_RATING_CLIENT
0.00

THESE FEATURES
GIVE INFORMATION
ON DEF_60_CNT_SOCIAL_CIRCLE:
DEF_30_CNT_SOCIAL_CIRCLE
0.76
REGION_RATING_CLIENT
0.00
REGION_RATING_CLIENT_W_CITY
0.00
NAME_EDUCATION_TYPE
0.00
OCCUPATION_TYPE
0.00
ORGANIZATION_TYPE
0.00
TARGET
0.00
FLAG_PHONE
0.00
NAME_INCOME_TYPE
0.00
REG_REGION_NOT_WORK_REGION
0.00
LIVE_REGION_NOT_WORK_REGION
0.00
FLAG_DOCUMENT_8
0.00
CODE_GENDER
0.00
FLAG_OWN_CAR
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
DEF_60_CNT_SOCIAL_CIRCLE
CORRELATION RATIO WITH...
OBS_60_CNT_SOCIAL_CIRCLE
0.35
OBS_30_CNT_SOCIAL_CIRCLE
0.34
EXT_SOURCE_2
0.03
AMT_GOODS_PRICE
0.03
AMT_ANNUITY
0.02
AMT_CREDIT
0.02
EXT_SOURCE_3
0.02
DAYS_EMPLOYED
0.02
AMT_REQ_CREDIT_BUREAU_YEAR
0.01
AMT_INCOME_TOTAL
0.01
HOUR_APPR_PROCESS_START
0.01
DAYS_BIRTH
0.01
CNT_FAM_MEMBERS
0.01
SK_ID_CURR
0.01
DAYS_LAST_PHONE_CHANGE
MISSING:
1
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
EXT_SOURCE_2
-0.20
AMT_REQ_CREDIT_BUREAU_YEAR
-0.11
DAYS_ID_PUBLISH
0.09
DAYS_BIRTH
0.08
AMT_GOODS_PRICE
-0.08
EXT_SOURCE_3
-0.08
AMT_CREDIT
-0.07
AMT_ANNUITY
-0.06
DAYS_REGISTRATION
0.06
REGION_POPULATION_RELATIVE
-0.04
AMT_REQ_CREDIT_BUREAU_MON
-0.04
CNT_FAM_MEMBERS
-0.03
OWN_CAR_AGE
-0.02
DAYS_EMPLOYED
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_PHONE
0.07
NAME_FAMILY_STATUS
0.07
NAME_CONTRACT_TYPE
0.06
FLAG_DOCUMENT_3
0.06
OCCUPATION_TYPE
0.06
TARGET
0.06
REG_CITY_NOT_LIVE_CITY
0.05
ORGANIZATION_TYPE
0.05
FLAG_DOCUMENT_18
0.05
REG_CITY_NOT_WORK_CITY
0.05
NAME_HOUSING_TYPE
0.05
FLAG_DOCUMENT_11
0.04
FLAG_DOCUMENT_16
0.04
FLAG_WORK_PHONE
0.04
MOST FREQUENT VALUES
0.0
37,672
12.3%
-1.0
2,812
0.9%
-2.0
2,318
0.8%
-3.0
1,763
0.6%
-4.0
1,285
0.4%
-5.0
824
0.3%
-6.0
537
0.2%
-7.0
442
0.1%
-8.0
278
<0.1%
-476.0
222
<0.1%
-352.0
213
<0.1%
-392.0
211
<0.1%
-364.0
209
<0.1%
-479.0
204
<0.1%
-329.0
203
<0.1%
SMALLEST VALUES
-4292.0
1
<0.1%
-4185.0
1
<0.1%
-4173.0
1
<0.1%
-4153.0
1
<0.1%
-4131.0
1
<0.1%
-4128.0
1
<0.1%
-4121.0
2
<0.1%
-4118.0
1
<0.1%
-4115.0
1
<0.1%
-4092.0
1
<0.1%
-4079.0
1
<0.1%
-4078.0
1
<0.1%
-4070.0
1
<0.1%
-4066.0
1
<0.1%
-4054.0
1
<0.1%
LARGEST VALUES
0.0
37,672
12.3%
-1.0
2,812
0.9%
-2.0
2,318
0.8%
-3.0
1,763
0.6%
-4.0
1,285
0.4%
-5.0
824
0.3%
-6.0
537
0.2%
-7.0
442
0.1%
-8.0
278
<0.1%
-9.0
198
<0.1%
-10.0
182
<0.1%
-11.0
198
<0.1%
-12.0
170
<0.1%
-13.0
174
<0.1%
-14.0
170
<0.1%
FLAG_DOCUMENT_2
MISSING:
---
TOP CATEGORIES
TARGET
0
307,498
>99%
24,821
8%
1
13
<1%
4
31%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_2
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_3
0.00
TARGET
0.00
ORGANIZATION_TYPE
0.00
FLAG_EMP_PHONE
0.00
REGION_RATING_CLIENT_W_CITY
0.00
NAME_CONTRACT_TYPE
0.00
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_8
0.00
REG_CITY_NOT_LIVE_CITY
0.00
FLAG_EMAIL
0.00
DEF_60_CNT_SOCIAL_CIRCLE
0.00
FLAG_OWN_REALTY
0.00
NAME_INCOME_TYPE
0.00
NAME_HOUSING_TYPE
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_2:
FLAG_DOCUMENT_3
0.11
ORGANIZATION_TYPE
0.11
OCCUPATION_TYPE
0.05
REGION_RATING_CLIENT_W_CITY
0.03
NAME_INCOME_TYPE
0.03
TARGET
0.02
FLAG_EMP_PHONE
0.02
WEEKDAY_APPR_PROCESS_START
0.02
FLAG_OWN_REALTY
0.01
incomplete
0.01
NAME_HOUSING_TYPE
0.01
REGION_RATING_CLIENT
0.01
NAME_FAMILY_STATUS
0.01
NAME_CONTRACT_TYPE
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_2
CORRELATION RATIO WITH...
AMT_GOODS_PRICE
0.01
EXT_SOURCE_3
0.01
AMT_CREDIT
0.01
AMT_REQ_CREDIT_BUREAU_YEAR
0.01
DAYS_REGISTRATION
0.00
AMT_ANNUITY
0.00
DAYS_EMPLOYED
0.00
REGION_POPULATION_RELATIVE
0.00
AMT_REQ_CREDIT_BUREAU_QRT
0.00
HOUR_APPR_PROCESS_START
0.00
CNT_CHILDREN
0.00
AMT_REQ_CREDIT_BUREAU_MON
0.00
DAYS_LAST_PHONE_CHANGE
0.00
DAYS_BIRTH
0.00
FLAG_DOCUMENT_3
MISSING:
---
TOP CATEGORIES
TARGET
1
218,340
71%
19,312
9%
0
89,171
29%
5,513
6%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_3
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_6
0.40
FLAG_DOCUMENT_8
0.39
NAME_CONTRACT_TYPE
0.35
FLAG_DOCUMENT_5
0.24
FLAG_DOCUMENT_9
0.19
FLAG_DOCUMENT_11
0.16
FLAG_DOCUMENT_7
0.13
FLAG_DOCUMENT_4
0.12
FLAG_DOCUMENT_2
0.11
FLAG_DOCUMENT_10
0.11
FLAG_DOCUMENT_21
0.10
FLAG_MOBIL
0.09
FLAG_EMP_PHONE
0.06
NAME_INCOME_TYPE
0.03

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_3:
FLAG_DOCUMENT_6
0.20
NAME_CONTRACT_TYPE
0.18
FLAG_DOCUMENT_8
0.18
ORGANIZATION_TYPE
0.05
NAME_INCOME_TYPE
0.05
FLAG_EMP_PHONE
0.05
OCCUPATION_TYPE
0.03
FLAG_DOCUMENT_5
0.03
FLAG_DOCUMENT_9
0.01
FLAG_DOCUMENT_11
0.01
REGION_RATING_CLIENT
0.01
REGION_RATING_CLIENT_W_CITY
0.01
CODE_GENDER
0.01
FLAG_OWN_CAR
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_3
CORRELATION RATIO WITH...
DAYS_EMPLOYED
0.25
DAYS_BIRTH
0.11
AMT_ANNUITY
0.10
AMT_CREDIT
0.10
REGION_POPULATION_RELATIVE
0.08
AMT_GOODS_PRICE
0.08
CNT_FAM_MEMBERS
0.07
DAYS_LAST_PHONE_CHANGE
0.06
CNT_CHILDREN
0.06
DAYS_ID_PUBLISH
0.05
AMT_REQ_CREDIT_BUREAU_YEAR
0.05
DAYS_REGISTRATION
0.03
EXT_SOURCE_2
0.03
OWN_CAR_AGE
0.03
FLAG_DOCUMENT_4
MISSING:
---
TOP CATEGORIES
TARGET
0
307,486
>99%
24,825
8%
1
25
<1%
0
0%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_4
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_3
0.00
FLAG_WORK_PHONE
0.00
REGION_RATING_CLIENT
0.00
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_8
0.00
TARGET
0.00
REGION_RATING_CLIENT_W_CITY
0.00
DEF_30_CNT_SOCIAL_CIRCLE
0.00
NAME_CONTRACT_TYPE
0.00
DEF_60_CNT_SOCIAL_CIRCLE
0.00
REG_REGION_NOT_WORK_REGION
0.00
LIVE_REGION_NOT_WORK_REGION
0.00
AMT_REQ_CREDIT_BUREAU_WEEK
0.00
REG_REGION_NOT_LIVE_REGION
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_4:
FLAG_DOCUMENT_3
0.12
ORGANIZATION_TYPE
0.05
REGION_RATING_CLIENT
0.02
FLAG_WORK_PHONE
0.02
REGION_RATING_CLIENT_W_CITY
0.02
OCCUPATION_TYPE
0.02
DEF_30_CNT_SOCIAL_CIRCLE
0.01
NAME_EDUCATION_TYPE
0.01
WEEKDAY_APPR_PROCESS_START
0.01
FLAG_DOCUMENT_6
0.01
NAME_CONTRACT_TYPE
0.01
FLAG_PHONE
0.01
DEF_60_CNT_SOCIAL_CIRCLE
0.01
NAME_FAMILY_STATUS
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_4
CORRELATION RATIO WITH...
REGION_POPULATION_RELATIVE
0.01
AMT_REQ_CREDIT_BUREAU_MON
0.01
DAYS_REGISTRATION
0.00
SK_ID_CURR
0.00
CNT_CHILDREN
0.00
CNT_FAM_MEMBERS
0.00
EXT_SOURCE_2
0.00
DAYS_BIRTH
0.00
OWN_CAR_AGE
0.00
EXT_SOURCE_3
0.00
OBS_30_CNT_SOCIAL_CIRCLE
0.00
OBS_60_CNT_SOCIAL_CIRCLE
0.00
AMT_REQ_CREDIT_BUREAU_YEAR
0.00
AMT_GOODS_PRICE
0.00
FLAG_DOCUMENT_5
MISSING:
---
TOP CATEGORIES
TARGET
0
302,863
98%
24,453
8%
1
4,648
2%
372
8%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_5
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_3
0.03
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_8
0.00
FLAG_PHONE
0.00
FLAG_DOCUMENT_16
0.00
FLAG_DOCUMENT_11
0.00
FLAG_DOCUMENT_9
0.00
FLAG_DOCUMENT_13
0.00
FLAG_DOCUMENT_14
0.00
FLAG_CONT_MOBILE
0.00
FLAG_DOCUMENT_18
0.00
FLAG_DOCUMENT_15
0.00
FLAG_DOCUMENT_19
0.00
FLAG_DOCUMENT_20
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_5:
FLAG_DOCUMENT_3
0.24
FLAG_PHONE
0.03
FLAG_DOCUMENT_6
0.02
FLAG_DOCUMENT_8
0.02
FLAG_WORK_PHONE
0.01
NAME_TYPE_SUITE
0.01
NAME_CONTRACT_TYPE
0.00
ORGANIZATION_TYPE
0.00
NAME_INCOME_TYPE
0.00
FLAG_EMP_PHONE
0.00
REGION_RATING_CLIENT_W_CITY
0.00
FLAG_DOCUMENT_16
0.00
REGION_RATING_CLIENT
0.00
OCCUPATION_TYPE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_5
CORRELATION RATIO WITH...
HOUR_APPR_PROCESS_START
0.03
DAYS_EMPLOYED
0.02
DAYS_BIRTH
0.02
CNT_CHILDREN
0.02
REGION_POPULATION_RELATIVE
0.02
CNT_FAM_MEMBERS
0.02
DAYS_LAST_PHONE_CHANGE
0.01
AMT_CREDIT
0.01
AMT_GOODS_PRICE
0.01
OBS_30_CNT_SOCIAL_CIRCLE
0.01
OBS_60_CNT_SOCIAL_CIRCLE
0.01
AMT_REQ_CREDIT_BUREAU_YEAR
0.01
AMT_ANNUITY
0.01
AMT_REQ_CREDIT_BUREAU_MON
0.01
FLAG_DOCUMENT_6
MISSING:
---
TOP CATEGORIES
TARGET
0
280,433
91%
23,318
8%
1
27,078
9%
1,507
6%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_6
PROVIDES INFORMATION ON...
FLAG_EMP_PHONE
0.28
FLAG_DOCUMENT_3
0.20
NAME_INCOME_TYPE
0.11
ORGANIZATION_TYPE
0.05
OCCUPATION_TYPE
0.04
REG_CITY_NOT_WORK_CITY
0.03
LIVE_CITY_NOT_WORK_CITY
0.03
FLAG_WORK_PHONE
0.03
FLAG_DOCUMENT_8
0.03
NAME_CONTRACT_TYPE
0.03
REG_REGION_NOT_WORK_REGION
0.02
FLAG_DOCUMENT_5
0.02
LIVE_REGION_NOT_WORK_REGION
0.02
FLAG_DOCUMENT_9
0.01

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_6:
ORGANIZATION_TYPE
0.45
NAME_INCOME_TYPE
0.45
FLAG_EMP_PHONE
0.45
FLAG_DOCUMENT_3
0.40
OCCUPATION_TYPE
0.29
REG_CITY_NOT_WORK_CITY
0.06
FLAG_WORK_PHONE
0.05
LIVE_CITY_NOT_WORK_CITY
0.04
NAME_FAMILY_STATUS
0.03
NAME_CONTRACT_TYPE
0.03
FLAG_DOCUMENT_8
0.03
FLAG_OWN_CAR
0.02
CODE_GENDER
0.02
NAME_EDUCATION_TYPE
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_6
CORRELATION RATIO WITH...
DAYS_EMPLOYED
0.60
DAYS_BIRTH
0.41
DAYS_ID_PUBLISH
0.18
CNT_CHILDREN
0.16
CNT_FAM_MEMBERS
0.16
DAYS_REGISTRATION
0.14
AMT_ANNUITY
0.07
HOUR_APPR_PROCESS_START
0.07
OWN_CAR_AGE
0.06
AMT_GOODS_PRICE
0.05
AMT_CREDIT
0.05
AMT_INCOME_TOTAL
0.05
EXT_SOURCE_3
0.04
DAYS_LAST_PHONE_CHANGE
0.03
FLAG_DOCUMENT_7
MISSING:
---
TOP CATEGORIES
TARGET
0
307,452
>99%
24,822
8%
1
59
<1%
3
5%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_7
PROVIDES INFORMATION ON...
NAME_CONTRACT_TYPE
0.00
FLAG_DOCUMENT_3
0.00
FLAG_CONT_MOBILE
0.00
NAME_TYPE_SUITE
0.00
FLAG_PHONE
0.00
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_8
0.00
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_5
0.00
FLAG_DOCUMENT_16
0.00
FLAG_DOCUMENT_18
0.00
AMT_REQ_CREDIT_BUREAU_HOUR
0.00
FLAG_DOCUMENT_11
0.00
FLAG_DOCUMENT_9
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_7:
NAME_CONTRACT_TYPE
0.25
FLAG_DOCUMENT_3
0.13
NAME_TYPE_SUITE
0.10
FLAG_PHONE
0.04
NAME_INCOME_TYPE
0.04
ORGANIZATION_TYPE
0.03
NAME_FAMILY_STATUS
0.02
OCCUPATION_TYPE
0.01
REGION_RATING_CLIENT
0.01
FLAG_DOCUMENT_6
0.01
FLAG_DOCUMENT_8
0.01
REGION_RATING_CLIENT_W_CITY
0.01
NAME_EDUCATION_TYPE
0.01
FLAG_OWN_REALTY
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_7
CORRELATION RATIO WITH...
AMT_GOODS_PRICE
0.01
AMT_CREDIT
0.00
AMT_INCOME_TOTAL
0.00
DAYS_LAST_PHONE_CHANGE
0.00
AMT_REQ_CREDIT_BUREAU_MON
0.00
CNT_FAM_MEMBERS
0.00
SK_ID_CURR
0.00
AMT_REQ_CREDIT_BUREAU_YEAR
0.00
REGION_POPULATION_RELATIVE
0.00
AMT_ANNUITY
0.00
DAYS_EMPLOYED
0.00
HOUR_APPR_PROCESS_START
0.00
OBS_60_CNT_SOCIAL_CIRCLE
0.00
OBS_30_CNT_SOCIAL_CIRCLE
0.00
FLAG_DOCUMENT_8
MISSING:
---
TOP CATEGORIES
TARGET
0
282,487
92%
22,989
8%
1
25,024
8%
1,836
7%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_8
PROVIDES INFORMATION ON...
FLAG_MOBIL
0.18
FLAG_DOCUMENT_3
0.18
FLAG_DOCUMENT_13
0.07
FLAG_DOCUMENT_12
0.05
CODE_GENDER
0.05
FLAG_OWN_CAR
0.04
FLAG_DOCUMENT_6
0.03
FLAG_EMP_PHONE
0.02
FLAG_DOCUMENT_15
0.02
NAME_CONTRACT_TYPE
0.02
FLAG_DOCUMENT_5
0.02
FLAG_DOCUMENT_14
0.02
FLAG_CONT_MOBILE
0.01
FLAG_DOCUMENT_9
0.01

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_8:
FLAG_DOCUMENT_3
0.39
CODE_GENDER
0.10
FLAG_OWN_CAR
0.09
OCCUPATION_TYPE
0.07
ORGANIZATION_TYPE
0.06
NAME_INCOME_TYPE
0.04
FLAG_EMP_PHONE
0.04
FLAG_DOCUMENT_6
0.03
NAME_CONTRACT_TYPE
0.02
REGION_RATING_CLIENT
0.02
REGION_RATING_CLIENT_W_CITY
0.02
NAME_EDUCATION_TYPE
0.01
NAME_FAMILY_STATUS
0.01
FLAG_DOCUMENT_13
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_8
CORRELATION RATIO WITH...
AMT_ANNUITY
0.13
DAYS_EMPLOYED
0.12
OWN_CAR_AGE
0.12
DAYS_BIRTH
0.11
REGION_POPULATION_RELATIVE
0.09
AMT_CREDIT
0.08
AMT_GOODS_PRICE
0.08
AMT_INCOME_TOTAL
0.07
DAYS_REGISTRATION
0.06
CNT_FAM_MEMBERS
0.06
CNT_CHILDREN
0.05
EXT_SOURCE_2
0.05
HOUR_APPR_PROCESS_START
0.03
DAYS_ID_PUBLISH
0.02
FLAG_DOCUMENT_9
MISSING:
---
TOP CATEGORIES
TARGET
0
306,313
>99%
24,751
8%
1
1,198
<1%
74
6%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_9
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_3
0.01
FLAG_DOCUMENT_17
0.01
FLAG_CONT_MOBILE
0.00
REG_REGION_NOT_LIVE_REGION
0.00
REGION_RATING_CLIENT
0.00
FLAG_DOCUMENT_6
0.00
REGION_RATING_CLIENT_W_CITY
0.00
FLAG_DOCUMENT_8
0.00
FLAG_EMP_PHONE
0.00
FLAG_DOCUMENT_5
0.00
REG_REGION_NOT_WORK_REGION
0.00
NAME_EDUCATION_TYPE
0.00
FLAG_DOCUMENT_11
0.00
NAME_INCOME_TYPE
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_9:
FLAG_DOCUMENT_3
0.19
REGION_RATING_CLIENT
0.04
REGION_RATING_CLIENT_W_CITY
0.03
NAME_INCOME_TYPE
0.02
ORGANIZATION_TYPE
0.02
OCCUPATION_TYPE
0.02
NAME_EDUCATION_TYPE
0.02
FLAG_EMP_PHONE
0.02
FLAG_DOCUMENT_6
0.01
FLAG_DOCUMENT_8
0.01
REG_REGION_NOT_WORK_REGION
0.01
incomplete
0.01
NAME_FAMILY_STATUS
0.00
REG_REGION_NOT_LIVE_REGION
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_9
CORRELATION RATIO WITH...
REGION_POPULATION_RELATIVE
0.04
AMT_ANNUITY
0.03
DAYS_EMPLOYED
0.02
AMT_CREDIT
0.02
AMT_GOODS_PRICE
0.02
AMT_INCOME_TOTAL
0.02
DAYS_BIRTH
0.02
EXT_SOURCE_2
0.02
HOUR_APPR_PROCESS_START
0.02
DAYS_ID_PUBLISH
0.02
AMT_REQ_CREDIT_BUREAU_YEAR
0.01
DAYS_REGISTRATION
0.01
EXT_SOURCE_3
0.01
OWN_CAR_AGE
0.01
FLAG_DOCUMENT_10
MISSING:
---
TOP CATEGORIES
TARGET
0
307,504
>99%
24,825
8%
1
7
<1%
0
0%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_10
PROVIDES INFORMATION ON...
NAME_CONTRACT_TYPE
0.00
REG_REGION_NOT_LIVE_REGION
0.00
FLAG_DOCUMENT_3
0.00
NAME_TYPE_SUITE
0.00
REG_CITY_NOT_LIVE_CITY
0.00
FLAG_PHONE
0.00
FLAG_OWN_REALTY
0.00
OCCUPATION_TYPE
0.00
WEEKDAY_APPR_PROCESS_START
0.00
NAME_HOUSING_TYPE
0.00
NAME_FAMILY_STATUS
0.00
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_8
0.00
REG_REGION_NOT_WORK_REGION
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_10:
NAME_CONTRACT_TYPE
0.20
FLAG_DOCUMENT_3
0.11
OCCUPATION_TYPE
0.07
WEEKDAY_APPR_PROCESS_START
0.05
NAME_TYPE_SUITE
0.05
ORGANIZATION_TYPE
0.05
FLAG_PHONE
0.03
FLAG_OWN_REALTY
0.03
NAME_FAMILY_STATUS
0.03
REG_REGION_NOT_LIVE_REGION
0.02
REG_CITY_NOT_LIVE_CITY
0.02
NAME_HOUSING_TYPE
0.01
REGION_RATING_CLIENT_W_CITY
0.01
FLAG_WORK_PHONE
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_10
CORRELATION RATIO WITH...
AMT_ANNUITY
0.00
AMT_REQ_CREDIT_BUREAU_YEAR
0.00
AMT_REQ_CREDIT_BUREAU_QRT
0.00
AMT_CREDIT
0.00
CNT_FAM_MEMBERS
0.00
AMT_GOODS_PRICE
0.00
CNT_CHILDREN
0.00
HOUR_APPR_PROCESS_START
0.00
EXT_SOURCE_2
0.00
REGION_POPULATION_RELATIVE
0.00
OBS_60_CNT_SOCIAL_CIRCLE
0.00
OBS_30_CNT_SOCIAL_CIRCLE
0.00
DAYS_ID_PUBLISH
0.00
AMT_REQ_CREDIT_BUREAU_MON
0.00
FLAG_DOCUMENT_11
MISSING:
---
TOP CATEGORIES
TARGET
0
306,308
>99%
24,750
8%
1
1,203
<1%
75
6%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_11
PROVIDES INFORMATION ON...
REG_REGION_NOT_LIVE_REGION
0.02
FLAG_WORK_PHONE
0.01
FLAG_DOCUMENT_3
0.01
REG_REGION_NOT_WORK_REGION
0.00
REG_CITY_NOT_LIVE_CITY
0.00
NAME_INCOME_TYPE
0.00
FLAG_EMP_PHONE
0.00
NAME_TYPE_SUITE
0.00
FLAG_DOCUMENT_6
0.00
ORGANIZATION_TYPE
0.00
REG_CITY_NOT_WORK_CITY
0.00
FLAG_OWN_REALTY
0.00
FLAG_DOCUMENT_8
0.00
NAME_CONTRACT_TYPE
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_11:
FLAG_WORK_PHONE
0.23
FLAG_DOCUMENT_3
0.16
ORGANIZATION_TYPE
0.09
NAME_INCOME_TYPE
0.08
REG_REGION_NOT_LIVE_REGION
0.06
OCCUPATION_TYPE
0.04
REG_REGION_NOT_WORK_REGION
0.04
REG_CITY_NOT_LIVE_CITY
0.04
NAME_TYPE_SUITE
0.03
FLAG_EMP_PHONE
0.03
WEEKDAY_APPR_PROCESS_START
0.03
NAME_EDUCATION_TYPE
0.02
FLAG_OWN_REALTY
0.02
REG_CITY_NOT_WORK_CITY
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_11
CORRELATION RATIO WITH...
DAYS_BIRTH
0.04
DAYS_LAST_PHONE_CHANGE
0.04
AMT_GOODS_PRICE
0.04
AMT_REQ_CREDIT_BUREAU_YEAR
0.03
AMT_CREDIT
0.03
DAYS_EMPLOYED
0.03
REGION_POPULATION_RELATIVE
0.02
DAYS_ID_PUBLISH
0.02
EXT_SOURCE_3
0.02
DAYS_REGISTRATION
0.01
HOUR_APPR_PROCESS_START
0.01
OWN_CAR_AGE
0.01
AMT_REQ_CREDIT_BUREAU_QRT
0.01
CNT_FAM_MEMBERS
0.01
FLAG_DOCUMENT_12
MISSING:
---
TOP CATEGORIES
TARGET
0
307,509
>99%
24,825
8%
1
2
<1%
0
0%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_12
PROVIDES INFORMATION ON...
AMT_REQ_CREDIT_BUREAU_DAY
0.00
AMT_REQ_CREDIT_BUREAU_HOUR
0.00
FLAG_DOCUMENT_8
0.00
FLAG_OWN_CAR
0.00
NAME_TYPE_SUITE
0.00
NAME_INCOME_TYPE
0.00
OCCUPATION_TYPE
0.00
ORGANIZATION_TYPE
0.00
incomplete
0.00
WEEKDAY_APPR_PROCESS_START
0.00
FLAG_PHONE
0.00
REG_CITY_NOT_WORK_CITY
0.00
FLAG_WORK_PHONE
0.00
FLAG_EMP_PHONE
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_12:
ORGANIZATION_TYPE
0.18
OCCUPATION_TYPE
0.18
AMT_REQ_CREDIT_BUREAU_DAY
0.16
AMT_REQ_CREDIT_BUREAU_HOUR
0.15
NAME_INCOME_TYPE
0.11
WEEKDAY_APPR_PROCESS_START
0.08
FLAG_OWN_CAR
0.08
NAME_TYPE_SUITE
0.08
incomplete
0.05
FLAG_DOCUMENT_8
0.05
NAME_FAMILY_STATUS
0.03
FLAG_PHONE
0.03
REGION_RATING_CLIENT
0.02
REGION_RATING_CLIENT_W_CITY
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_12
CORRELATION RATIO WITH...
DAYS_LAST_PHONE_CHANGE
0.00
AMT_GOODS_PRICE
0.00
AMT_CREDIT
0.00
HOUR_APPR_PROCESS_START
0.00
AMT_INCOME_TOTAL
0.00
AMT_REQ_CREDIT_BUREAU_MON
0.00
DAYS_ID_PUBLISH
0.00
EXT_SOURCE_2
0.00
EXT_SOURCE_3
0.00
DAYS_REGISTRATION
0.00
AMT_REQ_CREDIT_BUREAU_YEAR
0.00
DAYS_EMPLOYED
0.00
SK_ID_CURR
0.00
CNT_FAM_MEMBERS
0.00
FLAG_DOCUMENT_13
MISSING:
---
TOP CATEGORIES
TARGET
0
306,427
>99%
24,795
8%
1
1,084
<1%
30
3%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_13
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_20
0.03
FLAG_CONT_MOBILE
0.03
FLAG_DOCUMENT_8
0.01
FLAG_OWN_CAR
0.01
FLAG_OWN_REALTY
0.00
FLAG_DOCUMENT_21
0.00
CODE_GENDER
0.00
FLAG_EMP_PHONE
0.00
AMT_REQ_CREDIT_BUREAU_DAY
0.00
FLAG_DOCUMENT_6
0.00
NAME_EDUCATION_TYPE
0.00
REGION_RATING_CLIENT_W_CITY
0.00
NAME_INCOME_TYPE
0.00
REGION_RATING_CLIENT
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_13:
FLAG_OWN_CAR
0.15
FLAG_DOCUMENT_8
0.07
FLAG_OWN_REALTY
0.06
ORGANIZATION_TYPE
0.04
NAME_INCOME_TYPE
0.04
CODE_GENDER
0.03
NAME_EDUCATION_TYPE
0.03
OCCUPATION_TYPE
0.03
REGION_RATING_CLIENT_W_CITY
0.02
REGION_RATING_CLIENT
0.02
FLAG_EMP_PHONE
0.02
FLAG_CONT_MOBILE
0.02
FLAG_DOCUMENT_6
0.01
NAME_TYPE_SUITE
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_13
CORRELATION RATIO WITH...
AMT_CREDIT
0.05
AMT_GOODS_PRICE
0.05
REGION_POPULATION_RELATIVE
0.03
DAYS_BIRTH
0.03
AMT_REQ_CREDIT_BUREAU_YEAR
0.03
DAYS_EMPLOYED
0.03
AMT_ANNUITY
0.03
EXT_SOURCE_2
0.02
HOUR_APPR_PROCESS_START
0.02
AMT_INCOME_TOTAL
0.02
DAYS_LAST_PHONE_CHANGE
0.02
DAYS_REGISTRATION
0.02
AMT_REQ_CREDIT_BUREAU_MON
0.01
EXT_SOURCE_3
0.01
FLAG_DOCUMENT_14
MISSING:
---
TOP CATEGORIES
TARGET
0
306,608
>99%
24,795
8%
1
903
<1%
30
3%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_14
PROVIDES INFORMATION ON...
FLAG_CONT_MOBILE
0.03
FLAG_DOCUMENT_20
0.02
FLAG_OWN_REALTY
0.00
AMT_REQ_CREDIT_BUREAU_DAY
0.00
NAME_EDUCATION_TYPE
0.00
FLAG_DOCUMENT_8
0.00
REGION_RATING_CLIENT
0.00
REGION_RATING_CLIENT_W_CITY
0.00
FLAG_EMP_PHONE
0.00
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_5
0.00
AMT_REQ_CREDIT_BUREAU_WEEK
0.00
FLAG_DOCUMENT_21
0.00
incomplete
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_14:
FLAG_OWN_REALTY
0.07
NAME_EDUCATION_TYPE
0.05
NAME_INCOME_TYPE
0.04
ORGANIZATION_TYPE
0.04
REGION_RATING_CLIENT
0.04
REGION_RATING_CLIENT_W_CITY
0.04
OCCUPATION_TYPE
0.03
FLAG_CONT_MOBILE
0.02
FLAG_EMP_PHONE
0.02
incomplete
0.02
FLAG_DOCUMENT_8
0.02
NAME_TYPE_SUITE
0.01
NAME_FAMILY_STATUS
0.01
FLAG_DOCUMENT_6
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_14
CORRELATION RATIO WITH...
AMT_CREDIT
0.05
AMT_GOODS_PRICE
0.05
AMT_ANNUITY
0.04
REGION_POPULATION_RELATIVE
0.03
DAYS_BIRTH
0.03
DAYS_LAST_PHONE_CHANGE
0.03
AMT_REQ_CREDIT_BUREAU_YEAR
0.03
DAYS_EMPLOYED
0.02
HOUR_APPR_PROCESS_START
0.02
EXT_SOURCE_2
0.02
AMT_INCOME_TOTAL
0.02
DAYS_REGISTRATION
0.01
CNT_FAM_MEMBERS
0.01
DAYS_ID_PUBLISH
0.01
FLAG_DOCUMENT_15
MISSING:
---
TOP CATEGORIES
TARGET
0
307,139
>99%
24,814
8%
1
372
<1%
11
3%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_15
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_20
0.01
FLAG_CONT_MOBILE
0.00
FLAG_OWN_CAR
0.00
FLAG_OWN_REALTY
0.00
FLAG_DOCUMENT_8
0.00
FLAG_EMP_PHONE
0.00
CODE_GENDER
0.00
AMT_REQ_CREDIT_BUREAU_DAY
0.00
FLAG_DOCUMENT_6
0.00
NAME_TYPE_SUITE
0.00
FLAG_DOCUMENT_5
0.00
NAME_EDUCATION_TYPE
0.00
FLAG_DOCUMENT_16
0.00
FLAG_DOCUMENT_18
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_15:
FLAG_OWN_CAR
0.12
FLAG_OWN_REALTY
0.06
ORGANIZATION_TYPE
0.03
OCCUPATION_TYPE
0.02
CODE_GENDER
0.02
FLAG_DOCUMENT_8
0.02
NAME_EDUCATION_TYPE
0.02
NAME_INCOME_TYPE
0.02
NAME_TYPE_SUITE
0.02
FLAG_EMP_PHONE
0.02
FLAG_DOCUMENT_6
0.01
FLAG_DOCUMENT_20
0.01
REGION_RATING_CLIENT_W_CITY
0.01
REGION_RATING_CLIENT
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_15
CORRELATION RATIO WITH...
AMT_GOODS_PRICE
0.03
AMT_CREDIT
0.03
AMT_ANNUITY
0.02
DAYS_EMPLOYED
0.01
AMT_REQ_CREDIT_BUREAU_YEAR
0.01
DAYS_BIRTH
0.01
DAYS_LAST_PHONE_CHANGE
0.01
AMT_INCOME_TOTAL
0.01
HOUR_APPR_PROCESS_START
0.01
REGION_POPULATION_RELATIVE
0.01
EXT_SOURCE_2
0.01
DAYS_REGISTRATION
0.01
EXT_SOURCE_3
0.00
CNT_FAM_MEMBERS
0.00
FLAG_DOCUMENT_16
MISSING:
---
TOP CATEGORIES
TARGET
0
304,458
>99%
24,675
8%
1
3,053
<1%
150
5%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_16
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_20
0.12
FLAG_CONT_MOBILE
0.01
FLAG_OWN_REALTY
0.01
FLAG_EMP_PHONE
0.00
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_5
0.00
FLAG_DOCUMENT_18
0.00
NAME_TYPE_SUITE
0.00
FLAG_DOCUMENT_11
0.00
FLAG_DOCUMENT_13
0.00
FLAG_DOCUMENT_14
0.00
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_21
0.00
FLAG_DOCUMENT_15
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_16:
FLAG_OWN_REALTY
0.07
NAME_INCOME_TYPE
0.03
ORGANIZATION_TYPE
0.03
FLAG_EMP_PHONE
0.03
NAME_TYPE_SUITE
0.02
OCCUPATION_TYPE
0.01
FLAG_DOCUMENT_3
0.01
FLAG_DOCUMENT_20
0.01
FLAG_DOCUMENT_6
0.01
NAME_HOUSING_TYPE
0.01
NAME_CONTRACT_TYPE
0.01
NAME_EDUCATION_TYPE
0.01
incomplete
0.00
FLAG_CONT_MOBILE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_16
CORRELATION RATIO WITH...
AMT_CREDIT
0.06
AMT_GOODS_PRICE
0.06
DAYS_EMPLOYED
0.04
DAYS_LAST_PHONE_CHANGE
0.04
AMT_REQ_CREDIT_BUREAU_YEAR
0.04
DAYS_REGISTRATION
0.03
DAYS_BIRTH
0.02
HOUR_APPR_PROCESS_START
0.02
EXT_SOURCE_2
0.01
CNT_CHILDREN
0.01
EXT_SOURCE_3
0.01
CNT_FAM_MEMBERS
0.01
AMT_INCOME_TOTAL
0.01
AMT_ANNUITY
0.01
FLAG_DOCUMENT_17
MISSING:
---
TOP CATEGORIES
TARGET
0
307,429
>99%
24,823
8%
1
82
<1%
2
2%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_17
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_20
0.01
FLAG_CONT_MOBILE
0.00
FLAG_DOCUMENT_9
0.00
FLAG_OWN_REALTY
0.00
ORGANIZATION_TYPE
0.00
FLAG_EMP_PHONE
0.00
REG_REGION_NOT_LIVE_REGION
0.00
NAME_INCOME_TYPE
0.00
AMT_REQ_CREDIT_BUREAU_WEEK
0.00
FLAG_DOCUMENT_5
0.00
FLAG_DOCUMENT_6
0.00
FLAG_DOCUMENT_16
0.00
FLAG_DOCUMENT_18
0.00
NAME_TYPE_SUITE
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_17:
ORGANIZATION_TYPE
0.12
FLAG_OWN_REALTY
0.04
OCCUPATION_TYPE
0.03
NAME_INCOME_TYPE
0.03
FLAG_EMP_PHONE
0.02
FLAG_DOCUMENT_20
0.01
NAME_TYPE_SUITE
0.01
NAME_EDUCATION_TYPE
0.01
FLAG_CONT_MOBILE
0.01
REGION_RATING_CLIENT_W_CITY
0.01
REGION_RATING_CLIENT
0.01
NAME_FAMILY_STATUS
0.01
FLAG_DOCUMENT_6
0.01
WEEKDAY_APPR_PROCESS_START
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_17
CORRELATION RATIO WITH...
AMT_GOODS_PRICE
0.01
AMT_CREDIT
0.01
AMT_REQ_CREDIT_BUREAU_YEAR
0.01
DAYS_BIRTH
0.01
REGION_POPULATION_RELATIVE
0.01
DAYS_EMPLOYED
0.01
DAYS_LAST_PHONE_CHANGE
0.01
HOUR_APPR_PROCESS_START
0.01
DAYS_ID_PUBLISH
0.00
EXT_SOURCE_3
0.00
AMT_ANNUITY
0.00
EXT_SOURCE_2
0.00
AMT_INCOME_TOTAL
0.00
DAYS_REGISTRATION
0.00
FLAG_DOCUMENT_18
MISSING:
---
TOP CATEGORIES
TARGET
0
305,011
>99%
24,683
8%
1
2,500
<1%
142
6%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_18
PROVIDES INFORMATION ON...
FLAG_MOBIL
0.35
FLAG_DOCUMENT_20
0.11
FLAG_CONT_MOBILE
0.02
FLAG_OWN_REALTY
0.01
FLAG_DOCUMENT_21
0.00
FLAG_EMP_PHONE
0.00
AMT_REQ_CREDIT_BUREAU_DAY
0.00
FLAG_DOCUMENT_16
0.00
FLAG_DOCUMENT_6
0.00
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_5
0.00
FLAG_DOCUMENT_11
0.00
FLAG_DOCUMENT_13
0.00
FLAG_DOCUMENT_14
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_18:
FLAG_OWN_REALTY
0.07
ORGANIZATION_TYPE
0.06
NAME_INCOME_TYPE
0.03
FLAG_EMP_PHONE
0.03
OCCUPATION_TYPE
0.02
NAME_TYPE_SUITE
0.01
NAME_EDUCATION_TYPE
0.01
FLAG_DOCUMENT_20
0.01
FLAG_WORK_PHONE
0.01
FLAG_DOCUMENT_6
0.01
FLAG_CONT_MOBILE
0.01
CODE_GENDER
0.01
WEEKDAY_APPR_PROCESS_START
0.00
NAME_FAMILY_STATUS
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_18
CORRELATION RATIO WITH...
DAYS_LAST_PHONE_CHANGE
0.05
DAYS_BIRTH
0.04
DAYS_EMPLOYED
0.04
AMT_REQ_CREDIT_BUREAU_YEAR
0.04
AMT_CREDIT
0.03
AMT_GOODS_PRICE
0.03
HOUR_APPR_PROCESS_START
0.02
DAYS_REGISTRATION
0.02
DAYS_ID_PUBLISH
0.01
REGION_POPULATION_RELATIVE
0.01
AMT_ANNUITY
0.01
OWN_CAR_AGE
0.00
CNT_CHILDREN
0.00
OBS_30_CNT_SOCIAL_CIRCLE
0.00
FLAG_DOCUMENT_19
MISSING:
---
TOP CATEGORIES
TARGET
0
307,328
>99%
24,813
8%
1
183
<1%
12
7%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_19
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_20
0.01
FLAG_CONT_MOBILE
0.00
FLAG_OWN_REALTY
0.00
FLAG_EMP_PHONE
0.00
AMT_REQ_CREDIT_BUREAU_HOUR
0.00
FLAG_WORK_PHONE
0.00
FLAG_DOCUMENT_5
0.00
FLAG_DOCUMENT_16
0.00
FLAG_DOCUMENT_18
0.00
FLAG_DOCUMENT_11
0.00
FLAG_DOCUMENT_9
0.00
FLAG_DOCUMENT_13
0.00
FLAG_DOCUMENT_3
0.00
FLAG_DOCUMENT_14
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_19:
FLAG_OWN_REALTY
0.03
ORGANIZATION_TYPE
0.03
NAME_INCOME_TYPE
0.02
OCCUPATION_TYPE
0.02
FLAG_EMP_PHONE
0.02
FLAG_DOCUMENT_20
0.01
FLAG_WORK_PHONE
0.01
FLAG_DOCUMENT_3
0.01
NAME_TYPE_SUITE
0.01
FLAG_PHONE
0.01
NAME_HOUSING_TYPE
0.01
REG_CITY_NOT_LIVE_CITY
0.00
NAME_CONTRACT_TYPE
0.00
FLAG_DOCUMENT_6
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_19
CORRELATION RATIO WITH...
AMT_CREDIT
0.02
AMT_GOODS_PRICE
0.02
DAYS_EMPLOYED
0.01
DAYS_LAST_PHONE_CHANGE
0.01
AMT_REQ_CREDIT_BUREAU_YEAR
0.01
DAYS_REGISTRATION
0.00
AMT_ANNUITY
0.00
DAYS_BIRTH
0.00
EXT_SOURCE_2
0.00
HOUR_APPR_PROCESS_START
0.00
AMT_INCOME_TOTAL
0.00
REGION_POPULATION_RELATIVE
0.00
AMT_REQ_CREDIT_BUREAU_MON
0.00
CNT_FAM_MEMBERS
0.00
FLAG_DOCUMENT_20
MISSING:
---
TOP CATEGORIES
TARGET
0
307,355
>99%
24,812
8%
1
156
<1%
13
8%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_20
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_17
0.01
FLAG_DOCUMENT_19
0.01
FLAG_DOCUMENT_18
0.01
FLAG_DOCUMENT_16
0.01
FLAG_DOCUMENT_15
0.01
FLAG_DOCUMENT_13
0.01
FLAG_DOCUMENT_14
0.00
FLAG_DOCUMENT_21
0.00
FLAG_OWN_REALTY
0.00
FLAG_EMP_PHONE
0.00
NAME_CONTRACT_TYPE
0.00
REG_REGION_NOT_LIVE_REGION
0.00
FLAG_DOCUMENT_5
0.00
FLAG_DOCUMENT_6
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_20:
FLAG_DOCUMENT_16
0.12
FLAG_DOCUMENT_18
0.11
FLAG_OWN_REALTY
0.07
ORGANIZATION_TYPE
0.05
FLAG_DOCUMENT_13
0.03
OCCUPATION_TYPE
0.02
NAME_INCOME_TYPE
0.02
FLAG_DOCUMENT_14
0.02
FLAG_EMP_PHONE
0.02
FLAG_DOCUMENT_19
0.01
FLAG_DOCUMENT_15
0.01
NAME_CONTRACT_TYPE
0.01
FLAG_DOCUMENT_17
0.01
FLAG_DOCUMENT_3
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_20
CORRELATION RATIO WITH...
AMT_GOODS_PRICE
0.03
AMT_CREDIT
0.03
AMT_ANNUITY
0.01
DAYS_EMPLOYED
0.01
DAYS_LAST_PHONE_CHANGE
0.01
DAYS_BIRTH
0.01
AMT_REQ_CREDIT_BUREAU_YEAR
0.01
DAYS_REGISTRATION
0.01
HOUR_APPR_PROCESS_START
0.00
AMT_REQ_CREDIT_BUREAU_MON
0.00
EXT_SOURCE_3
0.00
SK_ID_CURR
0.00
CNT_CHILDREN
0.00
OWN_CAR_AGE
0.00
FLAG_DOCUMENT_21
MISSING:
---
TOP CATEGORIES
TARGET
0
307,408
>99%
24,811
8%
1
103
<1%
14
14%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
FLAG_DOCUMENT_21
PROVIDES INFORMATION ON...
NAME_CONTRACT_TYPE
0.00
FLAG_CONT_MOBILE
0.00
FLAG_DOCUMENT_20
0.00
FLAG_DOCUMENT_3
0.00
CODE_GENDER
0.00
FLAG_DOCUMENT_13
0.00
FLAG_DOCUMENT_18
0.00
FLAG_EMP_PHONE
0.00
NAME_FAMILY_STATUS
0.00
FLAG_DOCUMENT_6
0.00
REG_REGION_NOT_LIVE_REGION
0.00
FLAG_DOCUMENT_14
0.00
FLAG_DOCUMENT_16
0.00
ORGANIZATION_TYPE
0.00

THESE FEATURES
GIVE INFORMATION
ON FLAG_DOCUMENT_21:
NAME_CONTRACT_TYPE
0.25
FLAG_DOCUMENT_3
0.10
CODE_GENDER
0.10
ORGANIZATION_TYPE
0.06
NAME_FAMILY_STATUS
0.04
NAME_INCOME_TYPE
0.02
FLAG_EMP_PHONE
0.02
OCCUPATION_TYPE
0.02
FLAG_DOCUMENT_6
0.01
FLAG_CONT_MOBILE
0.01
NAME_HOUSING_TYPE
0.01
NAME_TYPE_SUITE
0.01
FLAG_OWN_CAR
0.01
FLAG_DOCUMENT_18
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_DOCUMENT_21
CORRELATION RATIO WITH...
DAYS_BIRTH
0.03
AMT_ANNUITY
0.02
DAYS_ID_PUBLISH
0.02
AMT_CREDIT
0.02
AMT_GOODS_PRICE
0.01
DAYS_LAST_PHONE_CHANGE
0.01
DAYS_EMPLOYED
0.01
EXT_SOURCE_3
0.01
EXT_SOURCE_2
0.01
CNT_FAM_MEMBERS
0.01
AMT_REQ_CREDIT_BUREAU_YEAR
0.01
OWN_CAR_AGE
0.01
HOUR_APPR_PROCESS_START
0.00
DAYS_REGISTRATION
0.00
AMT_REQ_CREDIT_BUREAU_HOUR
MISSING:
41,519
(14%)
TOP CATEGORIES
TARGET
0.0
264,366
>99%
20,402
8%
1.0
1,560
<1%
125
8%
2.0
56
<1%
6
11%
3.0
9
<1%
0
0%
4.0
1
<1%
0
0%
ALL
265,992
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
AMT_REQ_CREDIT_BUREAU_HOUR
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_12
0.15
AMT_REQ_CREDIT_BUREAU_DAY
0.13
FLAG_DOCUMENT_19
0.00
FLAG_CONT_MOBILE
0.00
FLAG_DOCUMENT_20
0.00
FLAG_DOCUMENT_21
0.00
FLAG_DOCUMENT_17
0.00
FLAG_DOCUMENT_7
0.00
FLAG_DOCUMENT_4
0.00
FLAG_DOCUMENT_2
0.00
FLAG_DOCUMENT_10
0.00
FLAG_MOBIL
0.00
FLAG_DOCUMENT_11
0.00
AMT_REQ_CREDIT_BUREAU_WEEK
0.00

THESE FEATURES
GIVE INFORMATION
ON AMT_REQ_CREDIT_BUREAU_HOUR:
AMT_REQ_CREDIT_BUREAU_DAY
0.13
WEEKDAY_APPR_PROCESS_START
0.01
ORGANIZATION_TYPE
0.01
OCCUPATION_TYPE
0.00
NAME_INCOME_TYPE
0.00
NAME_TYPE_SUITE
0.00
AMT_REQ_CREDIT_BUREAU_WEEK
0.00
NAME_HOUSING_TYPE
0.00
NAME_EDUCATION_TYPE
0.00
FLAG_WORK_PHONE
0.00
NAME_FAMILY_STATUS
0.00
REGION_RATING_CLIENT
0.00
REGION_RATING_CLIENT_W_CITY
0.00
DEF_60_CNT_SOCIAL_CIRCLE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
AMT_REQ_CREDIT_BUREAU_HOUR
CORRELATION RATIO WITH...
EXT_SOURCE_3
0.02
HOUR_APPR_PROCESS_START
0.01
AMT_REQ_CREDIT_BUREAU_YEAR
0.01
DAYS_BIRTH
0.01
DAYS_LAST_PHONE_CHANGE
0.00
DAYS_EMPLOYED
0.00
AMT_REQ_CREDIT_BUREAU_MON
0.00
EXT_SOURCE_2
0.00
AMT_ANNUITY
0.00
SK_ID_CURR
0.00
DAYS_REGISTRATION
0.00
AMT_CREDIT
0.00
REGION_POPULATION_RELATIVE
0.00
DAYS_ID_PUBLISH
0.00
AMT_REQ_CREDIT_BUREAU_DAY
MISSING:
41,519
(14%)
TOP CATEGORIES
TARGET
0.0
264,503
>99%
20,392
8%
1.0
1,292
<1%
125
10%
2.0
106
<1%
11
10%
3.0
45
<1%
2
4%
4.0
26
<1%
3
12%
5.0
9
<1%
0
0%
6.0
8
<1%
0
0%
9.0
2
<1%
0
0%
8.0
1
<1%
0
0%
ALL
265,992
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
AMT_REQ_CREDIT_BUREAU_DAY
PROVIDES INFORMATION ON...
FLAG_DOCUMENT_12
0.16
AMT_REQ_CREDIT_BUREAU_HOUR
0.13
AMT_REQ_CREDIT_BUREAU_WEEK
0.02
FLAG_DOCUMENT_14
0.00
FLAG_DOCUMENT_13
0.00
FLAG_DOCUMENT_18
0.00
FLAG_DOCUMENT_15
0.00
FLAG_CONT_MOBILE
0.00
FLAG_DOCUMENT_21
0.00
FLAG_DOCUMENT_17
0.00
FLAG_DOCUMENT_19
0.00
FLAG_DOCUMENT_7
0.00
FLAG_DOCUMENT_4
0.00
FLAG_DOCUMENT_16
0.00

THESE FEATURES
GIVE INFORMATION
ON AMT_REQ_CREDIT_BUREAU_DAY:
AMT_REQ_CREDIT_BUREAU_HOUR
0.13
AMT_REQ_CREDIT_BUREAU_WEEK
0.08
WEEKDAY_APPR_PROCESS_START
0.01
ORGANIZATION_TYPE
0.01
OCCUPATION_TYPE
0.00
FLAG_OWN_REALTY
0.00
FLAG_DOCUMENT_18
0.00
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_14
0.00
NAME_TYPE_SUITE
0.00
incomplete
0.00
DEF_30_CNT_SOCIAL_CIRCLE
0.00
NAME_FAMILY_STATUS
0.00
REGION_RATING_CLIENT_W_CITY
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
AMT_REQ_CREDIT_BUREAU_DAY
CORRELATION RATIO WITH...
AMT_REQ_CREDIT_BUREAU_YEAR
0.01
AMT_GOODS_PRICE
0.01
EXT_SOURCE_3
0.01
AMT_CREDIT
0.01
HOUR_APPR_PROCESS_START
0.01
CNT_FAM_MEMBERS
0.01
CNT_CHILDREN
0.01
DAYS_ID_PUBLISH
0.01
DAYS_EMPLOYED
0.01
DAYS_LAST_PHONE_CHANGE
0.01
DAYS_REGISTRATION
0.01
OWN_CAR_AGE
0.01
REGION_POPULATION_RELATIVE
0.01
DAYS_BIRTH
0.00
AMT_REQ_CREDIT_BUREAU_WEEK
MISSING:
41,519
(14%)
TOP CATEGORIES
TARGET
0.0
257,456
97%
19,865
8%
1.0
8,208
3%
638
8%
2.0
199
<1%
20
10%
3.0
58
<1%
4
7%
4.0
34
<1%
4
12%
6.0
20
<1%
1
5%
5.0
10
<1%
1
10%
8.0
5
<1%
0
0%
7.0
2
<1%
0
0%
ALL
265,992
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
AMT_REQ_CREDIT_BUREAU_WEEK
PROVIDES INFORMATION ON...
AMT_REQ_CREDIT_BUREAU_DAY
0.08
FLAG_DOCUMENT_14
0.00
FLAG_DOCUMENT_17
0.00
FLAG_DOCUMENT_4
0.00
FLAG_DOCUMENT_13
0.00
FLAG_CONT_MOBILE
0.00
FLAG_DOCUMENT_2
0.00
FLAG_DOCUMENT_16
0.00
FLAG_DOCUMENT_10
0.00
FLAG_DOCUMENT_20
0.00
FLAG_DOCUMENT_18
0.00
FLAG_DOCUMENT_12
0.00
FLAG_MOBIL
0.00
FLAG_DOCUMENT_15
0.00

THESE FEATURES
GIVE INFORMATION
ON AMT_REQ_CREDIT_BUREAU_WEEK:
AMT_REQ_CREDIT_BUREAU_DAY
0.02
ORGANIZATION_TYPE
0.00
FLAG_EMAIL
0.00
OCCUPATION_TYPE
0.00
WEEKDAY_APPR_PROCESS_START
0.00
FLAG_DOCUMENT_16
0.00
NAME_CONTRACT_TYPE
0.00
FLAG_OWN_REALTY
0.00
FLAG_DOCUMENT_18
0.00
NAME_TYPE_SUITE
0.00
NAME_INCOME_TYPE
0.00
FLAG_DOCUMENT_14
0.00
NAME_FAMILY_STATUS
0.00
NAME_HOUSING_TYPE
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
AMT_REQ_CREDIT_BUREAU_WEEK
CORRELATION RATIO WITH...
AMT_REQ_CREDIT_BUREAU_YEAR
0.05
EXT_SOURCE_3
0.03
AMT_ANNUITY
0.02
DAYS_LAST_PHONE_CHANGE
0.01
AMT_GOODS_PRICE
0.01
AMT_REQ_CREDIT_BUREAU_QRT
0.01
AMT_CREDIT
0.01
DAYS_ID_PUBLISH
0.01
AMT_REQ_CREDIT_BUREAU_MON
0.01
DAYS_EMPLOYED
0.01
DAYS_BIRTH
0.01
REGION_POPULATION_RELATIVE
0.01
HOUR_APPR_PROCESS_START
0.01
EXT_SOURCE_2
0.01
AMT_REQ_CREDIT_BUREAU_MON
MISSING:
41,519
(14%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
REGION_POPULATION_RELATIVE
0.08
AMT_GOODS_PRICE
0.06
AMT_CREDIT
0.05
EXT_SOURCE_2
0.05
DAYS_LAST_PHONE_CHANGE
-0.04
AMT_ANNUITY
0.04
HOUR_APPR_PROCESS_START
0.04
DAYS_EMPLOYED
-0.03
AMT_INCOME_TOTAL
0.02
DAYS_REGISTRATION
-0.01
CNT_CHILDREN
-0.01
DAYS_ID_PUBLISH
-0.01
CNT_FAM_MEMBERS
-0.01
EXT_SOURCE_3
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
REGION_RATING_CLIENT
0.07
REGION_RATING_CLIENT_W_CITY
0.07
incomplete
0.05
ORGANIZATION_TYPE
0.05
NAME_INCOME_TYPE
0.05
NAME_EDUCATION_TYPE
0.04
OCCUPATION_TYPE
0.04
FLAG_PHONE
0.03
FLAG_EMP_PHONE
0.03
FLAG_EMAIL
0.03
FLAG_OWN_CAR
0.02
FLAG_DOCUMENT_6
0.02
FLAG_DOCUMENT_8
0.02
NAME_TYPE_SUITE
0.02
MOST FREQUENT VALUES
0.0
222,233
83.5%
1.0
33,147
12.5%
2.0
5,386
2.0%
3.0
1,991
0.7%
4.0
1,076
0.4%
5.0
602
0.2%
6.0
343
0.1%
7.0
298
0.1%
9.0
206
<0.1%
8.0
185
<0.1%
10.0
132
<0.1%
11.0
119
<0.1%
12.0
77
<0.1%
13.0
72
<0.1%
14.0
40
<0.1%
SMALLEST VALUES
0.0
222,233
83.5%
1.0
33,147
12.5%
2.0
5,386
2.0%
3.0
1,991
0.7%
4.0
1,076
0.4%
5.0
602
0.2%
6.0
343
0.1%
7.0
298
0.1%
8.0
185
<0.1%
9.0
206
<0.1%
10.0
132
<0.1%
11.0
119
<0.1%
12.0
77
<0.1%
13.0
72
<0.1%
14.0
40
<0.1%
LARGEST VALUES
27.0
1
<0.1%
24.0
1
<0.1%
23.0
1
<0.1%
22.0
1
<0.1%
19.0
3
<0.1%
18.0
6
<0.1%
17.0
14
<0.1%
16.0
23
<0.1%
15.0
35
<0.1%
14.0
40
<0.1%
13.0
72
<0.1%
12.0
77
<0.1%
11.0
119
<0.1%
10.0
132
<0.1%
9.0
206
<0.1%
AMT_REQ_CREDIT_BUREAU_QRT
MISSING:
41,519
(14%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
AMT_REQ_CREDIT_BUREAU_YEAR
0.08
EXT_SOURCE_3
-0.03
AMT_GOODS_PRICE
0.02
AMT_CREDIT
0.02
DAYS_EMPLOYED
0.02
OWN_CAR_AGE
-0.01
DAYS_BIRTH
-0.01
AMT_ANNUITY
0.01
CNT_CHILDREN
-0.01
AMT_REQ_CREDIT_BUREAU_MON
-0.01
DAYS_ID_PUBLISH
-0.01
AMT_INCOME_TOTAL
0.00
CNT_FAM_MEMBERS
-0.00
OBS_30_CNT_SOCIAL_CIRCLE
0.00

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_WORK_PHONE
0.02
NAME_CONTRACT_TYPE
0.02
ORGANIZATION_TYPE
0.02
NAME_INCOME_TYPE
0.01
OCCUPATION_TYPE
0.01
FLAG_EMAIL
0.01
FLAG_EMP_PHONE
0.01
NAME_FAMILY_STATUS
0.01
FLAG_OWN_REALTY
0.01
NAME_TYPE_SUITE
0.01
FLAG_DOCUMENT_3
0.01
AMT_REQ_CREDIT_BUREAU_WEEK
0.01
CODE_GENDER
0.01
FLAG_DOCUMENT_6
0.01
MOST FREQUENT VALUES
0.0
215,417
81.0%
1.0
33,862
12.7%
2.0
14,412
5.4%
3.0
1,717
0.6%
4.0
476
0.2%
5.0
64
<0.1%
6.0
28
<0.1%
8.0
7
<0.1%
7.0
7
<0.1%
261.0
1
<0.1%
19.0
1
<0.1%
SMALLEST VALUES
0.0
215,417
81.0%
1.0
33,862
12.7%
2.0
14,412
5.4%
3.0
1,717
0.6%
4.0
476
0.2%
5.0
64
<0.1%
6.0
28
<0.1%
7.0
7
<0.1%
8.0
7
<0.1%
19.0
1
<0.1%
261.0
1
<0.1%
LARGEST VALUES
261.0
1
<0.1%
19.0
1
<0.1%
8.0
7
<0.1%
7.0
7
<0.1%
6.0
28
<0.1%
5.0
64
<0.1%
4.0
476
0.2%
3.0
1,717
0.6%
2.0
14,412
5.4%
1.0
33,862
12.7%
0.0
215,417
81.0%
AMT_REQ_CREDIT_BUREAU_YEAR
MISSING:
41,519
(14%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
DAYS_LAST_PHONE_CHANGE
-0.11
AMT_REQ_CREDIT_BUREAU_QRT
0.08
DAYS_BIRTH
-0.07
EXT_SOURCE_3
-0.07
AMT_GOODS_PRICE
-0.05
DAYS_EMPLOYED
0.05
AMT_CREDIT
-0.05
CNT_CHILDREN
-0.04
DAYS_ID_PUBLISH
-0.04
OBS_60_CNT_SOCIAL_CIRCLE
0.03
OBS_30_CNT_SOCIAL_CIRCLE
0.03
HOUR_APPR_PROCESS_START
-0.03
OWN_CAR_AGE
-0.03
CNT_FAM_MEMBERS
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
FLAG_WORK_PHONE
0.07
FLAG_OWN_REALTY
0.05
FLAG_EMAIL
0.05
ORGANIZATION_TYPE
0.05
NAME_CONTRACT_TYPE
0.05
NAME_EDUCATION_TYPE
0.05
AMT_REQ_CREDIT_BUREAU_WEEK
0.05
FLAG_DOCUMENT_3
0.05
NAME_INCOME_TYPE
0.04
OCCUPATION_TYPE
0.04
FLAG_EMP_PHONE
0.04
NAME_TYPE_SUITE
0.04
NAME_FAMILY_STATUS
0.04
FLAG_DOCUMENT_18
0.04
MOST FREQUENT VALUES
0.0
71,801
27.0%
1.0
63,405
23.8%
2.0
50,192
18.9%
3.0
33,628
12.6%
4.0
20,714
7.8%
5.0
12,052
4.5%
6.0
6,967
2.6%
7.0
3,869
1.5%
8.0
2,127
0.8%
9.0
1,096
0.4%
11.0
31
<0.1%
12.0
30
<0.1%
10.0
22
<0.1%
13.0
19
<0.1%
14.0
10
<0.1%
SMALLEST VALUES
0.0
71,801
27.0%
1.0
63,405
23.8%
2.0
50,192
18.9%
3.0
33,628
12.6%
4.0
20,714
7.8%
5.0
12,052
4.5%
6.0
6,967
2.6%
7.0
3,869
1.5%
8.0
2,127
0.8%
9.0
1,096
0.4%
10.0
22
<0.1%
11.0
31
<0.1%
12.0
30
<0.1%
13.0
19
<0.1%
14.0
10
<0.1%
LARGEST VALUES
25.0
1
<0.1%
23.0
1
<0.1%
22.0
1
<0.1%
21.0
1
<0.1%
20.0
1
<0.1%
19.0
4
<0.1%
18.0
4
<0.1%
17.0
7
<0.1%
16.0
3
<0.1%
15.0
6
<0.1%
14.0
10
<0.1%
13.0
19
<0.1%
12.0
30
<0.1%
11.0
31
<0.1%
10.0
22
<0.1%
incomplete
MISSING:
---
TOP CATEGORIES
TARGET
0
161,080
52%
11,266
7%
1
146,431
48%
13,559
9%
ALL
307,511
100%
24,825
8%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
incomplete
PROVIDES INFORMATION ON...
REG_CITY_NOT_WORK_CITY
0.07
FLAG_DOCUMENT_12
0.05
REG_CITY_NOT_LIVE_CITY
0.05
FLAG_MOBIL
0.05
LIVE_CITY_NOT_WORK_CITY
0.05
REGION_RATING_CLIENT_W_CITY
0.02
REGION_RATING_CLIENT
0.02
FLAG_DOCUMENT_14
0.02
FLAG_DOCUMENT_2
0.01
NAME_EDUCATION_TYPE
0.01
NAME_HOUSING_TYPE
0.01
FLAG_DOCUMENT_10
0.01
FLAG_DOCUMENT_13
0.01
FLAG_DOCUMENT_9
0.01

THESE FEATURES
GIVE INFORMATION
ON incomplete:
REG_CITY_NOT_WORK_CITY
0.05
LIVE_CITY_NOT_WORK_CITY
0.03
REGION_RATING_CLIENT_W_CITY
0.03
REGION_RATING_CLIENT
0.02
REG_CITY_NOT_LIVE_CITY
0.02
NAME_EDUCATION_TYPE
0.01
ORGANIZATION_TYPE
0.01
NAME_HOUSING_TYPE
0.00
OCCUPATION_TYPE
0.00
NAME_FAMILY_STATUS
0.00
NAME_INCOME_TYPE
0.00
FLAG_PHONE
0.00
FLAG_WORK_PHONE
0.00
FLAG_EMAIL
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
incomplete
CORRELATION RATIO WITH...
EXT_SOURCE_2
0.13
REGION_POPULATION_RELATIVE
0.10
HOUR_APPR_PROCESS_START
0.07
DAYS_REGISTRATION
0.07
AMT_ANNUITY
0.07
CNT_FAM_MEMBERS
0.06
AMT_GOODS_PRICE
0.06
AMT_CREDIT
0.06
AMT_REQ_CREDIT_BUREAU_MON
0.05
AMT_INCOME_TOTAL
0.05
OWN_CAR_AGE
0.05
CNT_CHILDREN
0.04
DAYS_LAST_PHONE_CHANGE
0.03
EXT_SOURCE_3
0.03